15 Independent and Dependent Variable Examples
Dave Cornell (PhD)
Dr. Cornell has worked in education for more than 20 years. His work has involved designing teacher certification for Trinity College in London and in-service training for state governments in the United States. He has trained kindergarten teachers in 8 countries and helped businessmen and women open baby centers and kindergartens in 3 countries.
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Chris Drew (PhD)
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An independent variable (IV) is what is manipulated in a scientific experiment to determine its effect on the dependent variable (DV).
By varying the level of the independent variable and observing associated changes in the dependent variable, a researcher can conclude whether the independent variable affects the dependent variable or not.
This can provide very valuable information when studying just about any subject.
Because the researcher controls the level of the independent variable, it can be determined if the independent variable has a causal effect on the dependent variable.
The term causation is vitally important. Scientists want to know what causes changes in the dependent variable. The only way to do that is to manipulate the independent variable and observe any changes in the dependent variable.
Definition of Independent and Dependent Variables
The independent variable and dependent variable are used in a very specific type of scientific study called the experiment .
Although there are many variations of the experiment, generally speaking, it involves either the presence or absence of the independent variable and the observation of what happens to the dependent variable.
The research participants are randomly assigned to either receive the independent variable (called the treatment condition), or not receive the independent variable (called the control condition).
Other variations of an experiment might include having multiple levels of the independent variable.
If the independent variable affects the dependent variable, then it should be possible to observe changes in the dependent variable based on the presence or absence of the independent variable.
Of course, there are a lot of issues to consider when conducting an experiment, but these are the basic principles.
These concepts should not be confused with predictor and outcome variables .
Examples of Independent and Dependent Variables
1. gatorade and improved athletic performance.
A sports medicine researcher has been hired by Gatorade to test the effects of its sports drink on athletic performance. The company wants to claim that when an athlete drinks Gatorade, their performance will improve.
If they can back up that claim with hard scientific data, that would be great for sales.
So, the researcher goes to a nearby university and randomly selects both male and female athletes from several sports: track and field, volleyball, basketball, and football. Each athlete will run on a treadmill for one hour while their heart rate is tracked.
All of the athletes are given the exact same amount of liquid to consume 30-minutes before and during their run. Half are given Gatorade, and the other half are given water, but no one knows what they are given because both liquids have been colored.
In this example, the independent variable is Gatorade, and the dependent variable is heart rate.
2. Chemotherapy and Cancer
A hospital is investigating the effectiveness of a new type of chemotherapy on cancer. The researchers identified 120 patients with relatively similar types of cancerous tumors in both size and stage of progression.
The patients are randomly assigned to one of three groups: one group receives no chemotherapy, one group receives a low dose of chemotherapy, and one group receives a high dose of chemotherapy.
Each group receives chemotherapy treatment three times a week for two months, except for the no-treatment group. At the end of two months, the doctors measure the size of each patient’s tumor.
In this study, despite the ethical issues (remember this is just a hypothetical example), the independent variable is chemotherapy, and the dependent variable is tumor size.
3. Interior Design Color and Eating Rate
A well-known fast-food corporation wants to know if the color of the interior of their restaurants will affect how fast people eat. Of course, they would prefer that consumers enter and exit quickly to increase sales volume and profit.
So, they rent space in a large shopping mall and create three different simulated restaurant interiors of different colors. One room is painted mostly white with red trim and seats; one room is painted mostly white with blue trim and seats; and one room is painted mostly white with off-white trim and seats.
Next, they randomly select shoppers on Saturdays and Sundays to eat for free in one of the three rooms. Each shopper is given a box of the same food and drink items and sent to one of the rooms. The researchers record how much time elapses from the moment they enter the room to the moment they leave.
The independent variable is the color of the room, and the dependent variable is the amount of time spent in the room eating.
4. Hair Color and Attraction
A large multinational cosmetics company wants to know if the color of a woman’s hair affects the level of perceived attractiveness in males. So, they use Photoshop to manipulate the same image of a female by altering the color of her hair: blonde, brunette, red, and brown.
Next, they randomly select university males to enter their testing facilities. Each participant sits in front of a computer screen and responds to questions on a survey. At the end of the survey, the screen shows one of the photos of the female.
At the same time, software on the computer that utilizes the computer’s camera is measuring each male’s pupil dilation. The researchers believe that larger dilation indicates greater perceived attractiveness.
The independent variable is hair color, and the dependent variable is pupil dilation.
5. Mozart and Math
After many claims that listening to Mozart will make you smarter, a group of education specialists decides to put it to the test. So, first, they go to a nearby school in a middle-class neighborhood.
During the first three months of the academic year, they randomly select some 5th-grade classrooms to listen to Mozart during their lessons and exams. Other 5 th grade classrooms will not listen to any music during their lessons and exams.
The researchers then compare the scores of the exams between the two groups of classrooms.
Although there are a lot of obvious limitations to this hypothetical, it is the first step.
The independent variable is Mozart, and the dependent variable is exam scores.
6. Essential Oils and Sleep
A company that specializes in essential oils wants to examine the effects of lavender on sleep quality. They hire a sleep research lab to conduct the study. The researchers at the lab have their usual test volunteers sleep in individual rooms every night for one week.
The conditions of each room are all exactly the same, except that half of the rooms have lavender released into the rooms and half do not. While the study participants are sleeping, their heart rates and amount of time spent in deep sleep are recorded with high-tech equipment.
At the end of the study, the researchers compare the total amount of time spent in deep sleep of the lavender-room participants with the no lavender-room participants.
The independent variable in this sleep study is lavender, and the dependent variable is the total amount of time spent in deep sleep.
7. Teaching Style and Learning
A group of teachers is interested in which teaching method will work best for developing critical thinking skills.
So, they train a group of teachers in three different teaching styles : teacher-centered, where the teacher tells the students all about critical thinking; student-centered, where the students practice critical thinking and receive teacher feedback; and AI-assisted teaching, where the teacher uses a special software program to teach critical thinking.
At the end of three months, all the students take the same test that assesses critical thinking skills. The teachers then compare the scores of each of the three groups of students.
The independent variable is the teaching method, and the dependent variable is performance on the critical thinking test.
8. Concrete Mix and Bridge Strength
A chemicals company has developed three different versions of their concrete mix. Each version contains a different blend of specially developed chemicals. The company wants to know which version is the strongest.
So, they create three bridge molds that are identical in every way. They fill each mold with one of the different concrete mixtures. Next, they test the strength of each bridge by placing progressively more weight on its center until the bridge collapses.
In this study, the independent variable is the concrete mixture, and the dependent variable is the amount of weight at collapse.
9. Recipe and Consumer Preferences
People in the pizza business know that the crust is key. Many companies, large and small, will keep their recipe a top secret. Before rolling out a new type of crust, the company decides to conduct some research on consumer preferences.
The company has prepared three versions of their crust that vary in crunchiness, they are: a little crunchy, very crunchy, and super crunchy. They already have a pool of consumers that fit their customer profile and they often use them for testing.
Each participant sits in a booth and takes a bite of one version of the crust. They then indicate how much they liked it by pressing one of 5 buttons: didn’t like at all, liked, somewhat liked, liked very much, loved it.
The independent variable is the level of crust crunchiness, and the dependent variable is how much it was liked.
10. Protein Supplements and Muscle Mass
A large food company is considering entering the health and nutrition sector. Their R&D food scientists have developed a protein supplement that is designed to help build muscle mass for people that work out regularly.
The company approaches several gyms near its headquarters. They enlist the cooperation of over 120 gym rats that work out 5 days a week. Their muscle mass is measured, and only those with a lower level are selected for the study, leaving a total of 80 study participants.
They randomly assign half of the participants to take the recommended dosage of their supplement every day for three months after each workout. The other half takes the same amount of something that looks the same but actually does nothing to the body.
At the end of three months, the muscle mass of all participants is measured.
The independent variable is the supplement, and the dependent variable is muscle mass.
11. Air Bags and Skull Fractures
In the early days of airbags , automobile companies conducted a great deal of testing. At first, many people in the industry didn’t think airbags would be effective at all. Fortunately, there was a way to test this theory objectively.
In a representative example: Several crash cars were outfitted with an airbag, and an equal number were not. All crash cars were of the same make, year, and model. Then the crash experts rammed each car into a crash wall at the same speed. Sensors on the crash dummy skulls allowed for a scientific analysis of how much damage a human skull would incur.
The amount of skull damage of dummies in cars with airbags was then compared with those without airbags.
The independent variable was the airbag and the dependent variable was the amount of skull damage.
12. Vitamins and Health
Some people take vitamins every day. A group of health scientists decides to conduct a study to determine if taking vitamins improves health.
They randomly select 1,000 people that are relatively similar in terms of their physical health. The key word here is “similar.”
Because the scientists have an unlimited budget (and because this is a hypothetical example, all of the participants have the same meals delivered to their homes (breakfast, lunch, and dinner), every day for one year.
In addition, the scientists randomly assign half of the participants to take a set of vitamins, supplied by the researchers every day for 1 year. The other half do not take the vitamins.
At the end of one year, the health of all participants is assessed, using blood pressure and cholesterol level as the key measurements.
In this highly unrealistic study, the independent variable is vitamins, and the dependent variable is health, as measured by blood pressure and cholesterol levels.
13. Meditation and Stress
Does practicing meditation reduce stress? If you have ever wondered if this is true or not, then you are in luck because there is a way to know one way or the other.
All we have to do is find 90 people that are similar in age, stress levels, diet and exercise, and as many other factors as we can think of.
Next, we randomly assign each person to either practice meditation every day, three days a week, or not at all. After three months, we measure the stress levels of each person and compare the groups.
How should we measure stress? Well, there are a lot of ways. We could measure blood pressure, or the amount of the stress hormone cortisol in their blood, or by using a paper and pencil measure such as a questionnaire that asks them how much stress they feel.
In this study, the independent variable is meditation and the dependent variable is the amount of stress (however it is measured).
14. Video Games and Aggression
When video games started to become increasingly graphic, it was a huge concern in many countries in the world. Educators, social scientists, and parents were shocked at how graphic games were becoming.
Since then, there have been hundreds of studies conducted by psychologists and other researchers. A lot of those studies used an experimental design that involved males of various ages randomly assigned to play a graphic or non-graphic video game.
Afterward, their level of aggression was measured via a wide range of methods, including direct observations of their behavior, their actions when given the opportunity to be aggressive, or a variety of other measures.
So many studies have used so many different ways of measuring aggression.
In these experimental studies, the independent variable was graphic video games, and the dependent variable was observed level of aggression.
15. Vehicle Exhaust and Cognitive Performance
Car pollution is a concern for a lot of reasons. In addition to being bad for the environment, car exhaust may cause damage to the brain and impair cognitive performance.
One way to examine this possibility would be to conduct an animal study. The research would look something like this: laboratory rats would be raised in three different rooms that varied in the degree of car exhaust circulating in the room: no exhaust, little exhaust, or a lot of exhaust.
After a certain period of time, perhaps several months, the effects on cognitive performance could be measured.
One common way of assessing cognitive performance in laboratory rats is by measuring the amount of time it takes to run a maze successfully. It would also be possible to examine the physical effects of car exhaust on the brain by conducting an autopsy.
In this animal study, the independent variable would be car exhaust and the dependent variable would be amount of time to run a maze.
Read Next: Extraneous Variables Examples
The experiment is an incredibly valuable way to answer scientific questions regarding the cause and effect of certain variables. By manipulating the level of an independent variable and observing corresponding changes in a dependent variable, scientists can gain an understanding of many phenomena.
For example, scientists can learn if graphic video games make people more aggressive, if mediation reduces stress, if Gatorade improves athletic performance, and even if certain medical treatments can cure cancer.
The determination of causality is the key benefit of manipulating the independent variable and them observing changes in the dependent variable. Other research methodologies can reveal factors that are related to the dependent variable or associated with the dependent variable, but only when the independent variable is controlled by the researcher can causality be determined.
Ferguson, C. J. (2010). Blazing Angels or Resident Evil? Can graphic video games be a force for good? Review of General Psychology, 14 (2), 68-81. https://doi.org/10.1037/a0018941
Flannelly, L. T., Flannelly, K. J., & Jankowski, K. R. (2014). Independent, dependent, and other variables in healthcare and chaplaincy research. Journal of Health Care Chaplaincy , 20 (4), 161–170. https://doi.org/10.1080/08854726.2014.959374
Manocha, R., Black, D., Sarris, J., & Stough, C.(2011). A randomized, controlled trial of meditation for work stress, anxiety and depressed mood in full-time workers. Evidence-Based Complementary and Alternative Medicine , vol. 2011, Article ID 960583. https://doi.org/10.1155/2011/960583
Rumrill, P. D., Jr. (2004). Non-manipulation quantitative designs. Work (Reading, Mass.) , 22 (3), 255–260.
Taylor, J. M., & Rowe, B. J. (2012). The “Mozart Effect” and the mathematical connection, Journal of College Reading and Learning, 42 (2), 51-66. https://doi.org/10.1080/10790195.2012.10850354
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Home » 500+ Quantitative Research Titles and Topics
500+ Quantitative Research Titles and Topics
Table of Contents
Quantitative research involves collecting and analyzing numerical data to identify patterns, trends, and relationships among variables. This method is widely used in social sciences, psychology , economics , and other fields where researchers aim to understand human behavior and phenomena through statistical analysis. If you are looking for a quantitative research topic, there are numerous areas to explore, from analyzing data on a specific population to studying the effects of a particular intervention or treatment. In this post, we will provide some ideas for quantitative research topics that may inspire you and help you narrow down your interests.
Quantitative Research Titles
Quantitative Research Titles are as follows:
Business and Economics
- “Statistical Analysis of Supply Chain Disruptions on Retail Sales”
- “Quantitative Examination of Consumer Loyalty Programs in the Fast Food Industry”
- “Predicting Stock Market Trends Using Machine Learning Algorithms”
- “Influence of Workplace Environment on Employee Productivity: A Quantitative Study”
- “Impact of Economic Policies on Small Businesses: A Regression Analysis”
- “Customer Satisfaction and Profit Margins: A Quantitative Correlation Study”
- “Analyzing the Role of Marketing in Brand Recognition: A Statistical Overview”
- “Quantitative Effects of Corporate Social Responsibility on Consumer Trust”
- “Price Elasticity of Demand for Luxury Goods: A Case Study”
- “The Relationship Between Fiscal Policy and Inflation Rates: A Time-Series Analysis”
- “Factors Influencing E-commerce Conversion Rates: A Quantitative Exploration”
- “Examining the Correlation Between Interest Rates and Consumer Spending”
- “Standardized Testing and Academic Performance: A Quantitative Evaluation”
- “Teaching Strategies and Student Learning Outcomes in Secondary Schools: A Quantitative Study”
- “The Relationship Between Extracurricular Activities and Academic Success”
- “Influence of Parental Involvement on Children’s Educational Achievements”
- “Digital Literacy in Primary Schools: A Quantitative Assessment”
- “Learning Outcomes in Blended vs. Traditional Classrooms: A Comparative Analysis”
- “Correlation Between Teacher Experience and Student Success Rates”
- “Analyzing the Impact of Classroom Technology on Reading Comprehension”
- “Gender Differences in STEM Fields: A Quantitative Analysis of Enrollment Data”
- “The Relationship Between Homework Load and Academic Burnout”
- “Assessment of Special Education Programs in Public Schools”
- “Role of Peer Tutoring in Improving Academic Performance: A Quantitative Study”
Medicine and Health Sciences
- “The Impact of Sleep Duration on Cardiovascular Health: A Cross-sectional Study”
- “Analyzing the Efficacy of Various Antidepressants: A Meta-Analysis”
- “Patient Satisfaction in Telehealth Services: A Quantitative Assessment”
- “Dietary Habits and Incidence of Heart Disease: A Quantitative Review”
- “Correlations Between Stress Levels and Immune System Functioning”
- “Smoking and Lung Function: A Quantitative Analysis”
- “Influence of Physical Activity on Mental Health in Older Adults”
- “Antibiotic Resistance Patterns in Community Hospitals: A Quantitative Study”
- “The Efficacy of Vaccination Programs in Controlling Disease Spread: A Time-Series Analysis”
- “Role of Social Determinants in Health Outcomes: A Quantitative Exploration”
- “Impact of Hospital Design on Patient Recovery Rates”
- “Quantitative Analysis of Dietary Choices and Obesity Rates in Children”
Social Sciences
- “Examining Social Inequality through Wage Distribution: A Quantitative Study”
- “Impact of Parental Divorce on Child Development: A Longitudinal Study”
- “Social Media and its Effect on Political Polarization: A Quantitative Analysis”
- “The Relationship Between Religion and Social Attitudes: A Statistical Overview”
- “Influence of Socioeconomic Status on Educational Achievement”
- “Quantifying the Effects of Community Programs on Crime Reduction”
- “Public Opinion and Immigration Policies: A Quantitative Exploration”
- “Analyzing the Gender Representation in Political Offices: A Quantitative Study”
- “Impact of Mass Media on Public Opinion: A Regression Analysis”
- “Influence of Urban Design on Social Interactions in Communities”
- “The Role of Social Support in Mental Health Outcomes: A Quantitative Analysis”
- “Examining the Relationship Between Substance Abuse and Employment Status”
Engineering and Technology
- “Performance Evaluation of Different Machine Learning Algorithms in Autonomous Vehicles”
- “Material Science: A Quantitative Analysis of Stress-Strain Properties in Various Alloys”
- “Impacts of Data Center Cooling Solutions on Energy Consumption”
- “Analyzing the Reliability of Renewable Energy Sources in Grid Management”
- “Optimization of 5G Network Performance: A Quantitative Assessment”
- “Quantifying the Effects of Aerodynamics on Fuel Efficiency in Commercial Airplanes”
- “The Relationship Between Software Complexity and Bug Frequency”
- “Machine Learning in Predictive Maintenance: A Quantitative Analysis”
- “Wearable Technologies and their Impact on Healthcare Monitoring”
- “Quantitative Assessment of Cybersecurity Measures in Financial Institutions”
- “Analysis of Noise Pollution from Urban Transportation Systems”
- “The Influence of Architectural Design on Energy Efficiency in Buildings”
Quantitative Research Topics
Quantitative Research Topics are as follows:
- The effects of social media on self-esteem among teenagers.
- A comparative study of academic achievement among students of single-sex and co-educational schools.
- The impact of gender on leadership styles in the workplace.
- The correlation between parental involvement and academic performance of students.
- The effect of mindfulness meditation on stress levels in college students.
- The relationship between employee motivation and job satisfaction.
- The effectiveness of online learning compared to traditional classroom learning.
- The correlation between sleep duration and academic performance among college students.
- The impact of exercise on mental health among adults.
- The relationship between social support and psychological well-being among cancer patients.
- The effect of caffeine consumption on sleep quality.
- A comparative study of the effectiveness of cognitive-behavioral therapy and pharmacotherapy in treating depression.
- The relationship between physical attractiveness and job opportunities.
- The correlation between smartphone addiction and academic performance among high school students.
- The impact of music on memory recall among adults.
- The effectiveness of parental control software in limiting children’s online activity.
- The relationship between social media use and body image dissatisfaction among young adults.
- The correlation between academic achievement and parental involvement among minority students.
- The impact of early childhood education on academic performance in later years.
- The effectiveness of employee training and development programs in improving organizational performance.
- The relationship between socioeconomic status and access to healthcare services.
- The correlation between social support and academic achievement among college students.
- The impact of technology on communication skills among children.
- The effectiveness of mindfulness-based stress reduction programs in reducing symptoms of anxiety and depression.
- The relationship between employee turnover and organizational culture.
- The correlation between job satisfaction and employee engagement.
- The impact of video game violence on aggressive behavior among children.
- The effectiveness of nutritional education in promoting healthy eating habits among adolescents.
- The relationship between bullying and academic performance among middle school students.
- The correlation between teacher expectations and student achievement.
- The impact of gender stereotypes on career choices among high school students.
- The effectiveness of anger management programs in reducing violent behavior.
- The relationship between social support and recovery from substance abuse.
- The correlation between parent-child communication and adolescent drug use.
- The impact of technology on family relationships.
- The effectiveness of smoking cessation programs in promoting long-term abstinence.
- The relationship between personality traits and academic achievement.
- The correlation between stress and job performance among healthcare professionals.
- The impact of online privacy concerns on social media use.
- The effectiveness of cognitive-behavioral therapy in treating anxiety disorders.
- The relationship between teacher feedback and student motivation.
- The correlation between physical activity and academic performance among elementary school students.
- The impact of parental divorce on academic achievement among children.
- The effectiveness of diversity training in improving workplace relationships.
- The relationship between childhood trauma and adult mental health.
- The correlation between parental involvement and substance abuse among adolescents.
- The impact of social media use on romantic relationships among young adults.
- The effectiveness of assertiveness training in improving communication skills.
- The relationship between parental expectations and academic achievement among high school students.
- The correlation between sleep quality and mood among adults.
- The impact of video game addiction on academic performance among college students.
- The effectiveness of group therapy in treating eating disorders.
- The relationship between job stress and job performance among teachers.
- The correlation between mindfulness and emotional regulation.
- The impact of social media use on self-esteem among college students.
- The effectiveness of parent-teacher communication in promoting academic achievement among elementary school students.
- The impact of renewable energy policies on carbon emissions
- The relationship between employee motivation and job performance
- The effectiveness of psychotherapy in treating eating disorders
- The correlation between physical activity and cognitive function in older adults
- The effect of childhood poverty on adult health outcomes
- The impact of urbanization on biodiversity conservation
- The relationship between work-life balance and employee job satisfaction
- The effectiveness of eye movement desensitization and reprocessing (EMDR) in treating trauma
- The correlation between parenting styles and child behavior
- The effect of social media on political polarization
- The impact of foreign aid on economic development
- The relationship between workplace diversity and organizational performance
- The effectiveness of dialectical behavior therapy in treating borderline personality disorder
- The correlation between childhood abuse and adult mental health outcomes
- The effect of sleep deprivation on cognitive function
- The impact of trade policies on international trade and economic growth
- The relationship between employee engagement and organizational commitment
- The effectiveness of cognitive therapy in treating postpartum depression
- The correlation between family meals and child obesity rates
- The effect of parental involvement in sports on child athletic performance
- The impact of social entrepreneurship on sustainable development
- The relationship between emotional labor and job burnout
- The effectiveness of art therapy in treating dementia
- The correlation between social media use and academic procrastination
- The effect of poverty on childhood educational attainment
- The impact of urban green spaces on mental health
- The relationship between job insecurity and employee well-being
- The effectiveness of virtual reality exposure therapy in treating anxiety disorders
- The correlation between childhood trauma and substance abuse
- The effect of screen time on children’s social skills
- The impact of trade unions on employee job satisfaction
- The relationship between cultural intelligence and cross-cultural communication
- The effectiveness of acceptance and commitment therapy in treating chronic pain
- The correlation between childhood obesity and adult health outcomes
- The effect of gender diversity on corporate performance
- The impact of environmental regulations on industry competitiveness.
- The impact of renewable energy policies on greenhouse gas emissions
- The relationship between workplace diversity and team performance
- The effectiveness of group therapy in treating substance abuse
- The correlation between parental involvement and social skills in early childhood
- The effect of technology use on sleep patterns
- The impact of government regulations on small business growth
- The relationship between job satisfaction and employee turnover
- The effectiveness of virtual reality therapy in treating anxiety disorders
- The correlation between parental involvement and academic motivation in adolescents
- The effect of social media on political engagement
- The impact of urbanization on mental health
- The relationship between corporate social responsibility and consumer trust
- The correlation between early childhood education and social-emotional development
- The effect of screen time on cognitive development in young children
- The impact of trade policies on global economic growth
- The relationship between workplace diversity and innovation
- The effectiveness of family therapy in treating eating disorders
- The correlation between parental involvement and college persistence
- The effect of social media on body image and self-esteem
- The impact of environmental regulations on business competitiveness
- The relationship between job autonomy and job satisfaction
- The effectiveness of virtual reality therapy in treating phobias
- The correlation between parental involvement and academic achievement in college
- The effect of social media on sleep quality
- The impact of immigration policies on social integration
- The relationship between workplace diversity and employee well-being
- The effectiveness of psychodynamic therapy in treating personality disorders
- The correlation between early childhood education and executive function skills
- The effect of parental involvement on STEM education outcomes
- The impact of trade policies on domestic employment rates
- The relationship between job insecurity and mental health
- The effectiveness of exposure therapy in treating PTSD
- The correlation between parental involvement and social mobility
- The effect of social media on intergroup relations
- The impact of urbanization on air pollution and respiratory health.
- The relationship between emotional intelligence and leadership effectiveness
- The effectiveness of cognitive-behavioral therapy in treating depression
- The correlation between early childhood education and language development
- The effect of parental involvement on academic achievement in STEM fields
- The impact of trade policies on income inequality
- The relationship between workplace diversity and customer satisfaction
- The effectiveness of mindfulness-based therapy in treating anxiety disorders
- The correlation between parental involvement and civic engagement in adolescents
- The effect of social media on mental health among teenagers
- The impact of public transportation policies on traffic congestion
- The relationship between job stress and job performance
- The effectiveness of group therapy in treating depression
- The correlation between early childhood education and cognitive development
- The effect of parental involvement on academic motivation in college
- The impact of environmental regulations on energy consumption
- The relationship between workplace diversity and employee engagement
- The effectiveness of art therapy in treating PTSD
- The correlation between parental involvement and academic success in vocational education
- The effect of social media on academic achievement in college
- The impact of tax policies on economic growth
- The relationship between job flexibility and work-life balance
- The effectiveness of acceptance and commitment therapy in treating anxiety disorders
- The correlation between early childhood education and social competence
- The effect of parental involvement on career readiness in high school
- The impact of immigration policies on crime rates
- The relationship between workplace diversity and employee retention
- The effectiveness of play therapy in treating trauma
- The correlation between parental involvement and academic success in online learning
- The effect of social media on body dissatisfaction among women
- The impact of urbanization on public health infrastructure
- The relationship between job satisfaction and job performance
- The effectiveness of eye movement desensitization and reprocessing therapy in treating PTSD
- The correlation between early childhood education and social skills in adolescence
- The effect of parental involvement on academic achievement in the arts
- The impact of trade policies on foreign investment
- The relationship between workplace diversity and decision-making
- The effectiveness of exposure and response prevention therapy in treating OCD
- The correlation between parental involvement and academic success in special education
- The impact of zoning laws on affordable housing
- The relationship between job design and employee motivation
- The effectiveness of cognitive rehabilitation therapy in treating traumatic brain injury
- The correlation between early childhood education and social-emotional learning
- The effect of parental involvement on academic achievement in foreign language learning
- The impact of trade policies on the environment
- The relationship between workplace diversity and creativity
- The effectiveness of emotion-focused therapy in treating relationship problems
- The correlation between parental involvement and academic success in music education
- The effect of social media on interpersonal communication skills
- The impact of public health campaigns on health behaviors
- The relationship between job resources and job stress
- The effectiveness of equine therapy in treating substance abuse
- The correlation between early childhood education and self-regulation
- The effect of parental involvement on academic achievement in physical education
- The impact of immigration policies on cultural assimilation
- The relationship between workplace diversity and conflict resolution
- The effectiveness of schema therapy in treating personality disorders
- The correlation between parental involvement and academic success in career and technical education
- The effect of social media on trust in government institutions
- The impact of urbanization on public transportation systems
- The relationship between job demands and job stress
- The correlation between early childhood education and executive functioning
- The effect of parental involvement on academic achievement in computer science
- The effectiveness of cognitive processing therapy in treating PTSD
- The correlation between parental involvement and academic success in homeschooling
- The effect of social media on cyberbullying behavior
- The impact of urbanization on air quality
- The effectiveness of dance therapy in treating anxiety disorders
- The correlation between early childhood education and math achievement
- The effect of parental involvement on academic achievement in health education
- The impact of global warming on agriculture
- The effectiveness of narrative therapy in treating depression
- The correlation between parental involvement and academic success in character education
- The effect of social media on political participation
- The impact of technology on job displacement
- The relationship between job resources and job satisfaction
- The effectiveness of art therapy in treating addiction
- The correlation between early childhood education and reading comprehension
- The effect of parental involvement on academic achievement in environmental education
- The impact of income inequality on social mobility
- The relationship between workplace diversity and organizational culture
- The effectiveness of solution-focused brief therapy in treating anxiety disorders
- The correlation between parental involvement and academic success in physical therapy education
- The effect of social media on misinformation
- The impact of green energy policies on economic growth
- The relationship between job demands and employee well-being
- The correlation between early childhood education and science achievement
- The effect of parental involvement on academic achievement in religious education
- The impact of gender diversity on corporate governance
- The relationship between workplace diversity and ethical decision-making
- The correlation between parental involvement and academic success in dental hygiene education
- The effect of social media on self-esteem among adolescents
- The impact of renewable energy policies on energy security
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- The relationship between workplace diversity and leadership styles
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- The effect of parental involvement on academic achievement in business education
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6 Important Tips on Writing a Research Paper Title
When you are searching for a research study on a particular topic, you probably notice that articles with interesting, descriptive research titles draw you in. By contrast, research paper titles that are not descriptive are usually passed over, even though you may write a good research paper with interesting contents. This shows the importance of coming up with a good title for your research paper when drafting your own manuscript.
Importance of a Research Title
The research title plays a crucial role in the research process, and its importance can be summarized as follows:
Why do Research Titles Matter?
Before we look at how to title a research paper, let’s look at a research title example that illustrates why a good research paper should have a strong title.
Imagine that you are researching meditation and nursing, and you want to find out if any studies have shown that meditation makes nurses better communicators. You conduct a keyword search using the keywords “nursing”, “communication”, and “meditation.” You come up with results that have the following titles:
- Benefits of Meditation for the Nursing Profession: A Quantitative Investigation
- Why Mindful Nurses Make the Best Communicators
- Meditation Gurus
- Nurses on the Move: A Quantitative Report on How Meditation Can Improve Nurse Performance
All four of these research paper titles may describe very similar studies—they could even be titles for the same study! As you can see, they give very different impressions.
- Title 1 describes the topic and the method of the study but is not particularly catchy.
- Title 2 partly describes the topic, but does not give any information about the method of the study—it could simply be a theoretical or opinion piece.
- Title 3 is somewhat catchier but gives almost no information at all about the article.
- Title 4 begins with a catchy main title and is followed by a subtitle that gives information about the content and method of the study.
As we will see, Title 4 has all the characteristics of a good research title.
Characteristics of a Good Research Title
According to rhetoric scholars Hairston and Keene, making a good title for a paper involves ensuring that the title of the research accomplishes four goals as mentioned below:
- It should predict the content of the research paper .
- It should be interesting to the reader .
- It should reflect the tone of the writing .
- It should contain important keywords that will make it easier to be located during a keyword search.
Let’s return to the examples in the previous section to see how to make a research title.
Title | Predicts content? | Interesting? | Reflects tone? | Important keywords? |
| Yes | No | No | Yes |
| No | Yes | Yes | No |
| No | Yes | No | No |
| Yes | Yes | Yes | Yes |
As you can see in the table above, only one of the four example titles fulfills all of the criteria of a suitable research paper title.
Related: You’ve chosen your study topic, but having trouble deciding where to publish it? Here’s a comprehensive course to help you identify the right journal .
Tips for Writing an Effective Research Paper Title
When writing a research title, you can use the four criteria listed above as a guide. Here are a few other tips you can use to make sure your title will be part of the recipe for an effective research paper :
- Make sure your research title describes (a) the topic, (b) the method, (c) the sample, and (d) the results of your study. You can use the following formula:
[ Result ]: A [ method ] study of [ topic ] among [ sample ] Example : Meditation makes nurses perform better: a qualitative study of mindfulness meditation among German nursing students
- Avoid unnecessary words and jargons. Keep the title statement as concise as possible. You want a title that will be comprehensible even to people who are not experts in your field. Check our article for a detailed list of things to avoid when writing an effective research title .
- Make sure your title is between 5 and 15 words in length.
- If you are writing a title for a university assignment or for a particular academic journal, verify that your title conforms to the standards and requirements for that outlet. For example, many journals require that titles fall under a character limit, including spaces. Many universities require that titles take a very specific form, limiting your creativity.
- Use a descriptive phrase to convey the purpose of your research efficiently.
- Most importantly, use critical keywords in the title to increase the discoverability of your article.
Resources for Further Reading
In addition to the tips above, there are many resources online that you can use to help write your research title. Here is a list of links that you may find useful as you work on creating an excellent research title:
- The University of Southern California has a guide specific to social science research papers: http://libguides.usc.edu/writingguide/title
- The Journal of European Psychology Students has a blog article focusing on APA-compliant research paper titles: http://blog.efpsa.org/2012/09/01/how-to-write-a-good-title-for-journal-articles/
- This article by Kristen Hamlin contains a step-by-step approach to writing titles: http://classroom.synonym.com/choose-title-research-paper-4332.html
Are there any tips or tricks you find useful in crafting research titles? Which tip did you find most useful in this article? Leave a comment to let us know!
- Hairston, M., & Keene, M. 2003. Successful writing . 5th ed. New York: Norton.
- University of Southern California. 2017. Organizing your social sciences research paper: choosing a title . [Online] Available at: http://libguides.usc.edu/writingguide/title
Thank you so much:) Have a nice day!
Thank you so much, it helped me.. God bless..
Thank you for the excellent article and tips for creating a research work, because I always forget about such an essential element as the keywords when forming topics. In particular, I have found a rapid help with the formation of informative and sound titles that also conforms to the standards and requirements.
I am doing a research work on sales girls or shop girls using qualititative method. Basicly I am from Pakistan and writing on the scenario of mycountry. I am really confused about my research title can you kindly give some suggestions and give me an approperaite tilte
Hi Zubair, Thank you for your question. However, the information you have provided is insufficient for drafting an appropriate title. Information on what exactly you intend to study would be needed in order to draft a meaningful title. Meanwhile, you can try drafting your own title after going through the following articles our website: https://www.enago.com/academy/top-10-tips-on-choosing-an-attractive-research-title/ , https://www.enago.com/academy/writing-a-good-research-title-things-to-avoid/ , https://www.enago.com/academy/write-irresistible-research-paper-title/ We would be happy to give you feedback and suggest changes if required. Did you get a chance to install our free Mobile App? https://www.enago.com/academy/mobile-app/ . Make sure you subscribe to our weekly newsletter https://www.enago.com/academy/subscribe-now/ .
thanks for helping me like this!!
Thank you for this. It helped me improve my research title. I just want to verify to you the title I have just made. “Ensuring the safety: A Quantitative Study of Radio Frequency Identification system among the selected students of ( school’s name ).
(I need your reply asap coz we will be doing the chap. 1 tomorrow. Thank u in advance. 🙂 )
I am actually doing a research paper title. I want to know more further in doing research title. Can you give me some tips on doing a research paper?
Hi Joan, Thank you for your question. We are glad to know that you found our resources useful. Your feedback is very valuable to us. You can try drafting your own title after going through the following articles on our website: https://www.enago.com/academy/top-10-tips-on-choosing-an-attractive-research-title/ , https://www.enago.com/academy/writing-a-good-research-title-things-to-avoid/ , https://www.enago.com/academy/write-irresistible-research-paper-title/
We would be happy to give you feedback and suggest changes if required. Did you get a chance to install our free Mobile App? https://www.enago.com/academy/mobile-app/ . Make sure you subscribe to our weekly newsletter https://www.enago.com/academy/subscribe-now/ .
That really helpful. Thanks alot
Thank you so much. It’s really help me.
Thanks for sharing this tips. Title matters a lot for any article because it contents Keywords of article. It should be eye-catchy. Your article is helpful to select title of any article.
nice blog that you have shared
This blog is very informative for me. Thanks for sharing.
nice information that you have shared
i’m found in selecting my ma thesis title ,so i’m going to do my final research after the proposal approved. Your post help me find good title.
I need help. I need a research title for my study about early mobilization of the mechanically ventilated patients in the ICU. Any suggestions would be highly appreciated.
Thank you for posting your query on the website. When writing manuscripts, too many scholars neglect the research title. This phrase, along with the abstract, is what people will mostly see and read online. Title research of publications shows that the research paper title does matter a lot. Both bibliometrics and altmetrics tracking of citations are now, for better or worse, used to gauge a paper’s “success” for its author(s) and the journal publishing it. Interesting research topics coupled with good or clever yet accurate research titles can draw more attention to your work from peers and the public alike. You can check through the following search results for titles on similar topics: https://www.google.com/search?q=early+mobilization+of+the+mechanically+ventilated+patients+in+the+icu&rlz=1C1GCEU_enIN907IN907&oq=&aqs=chrome.0.69i59.4920093j0j7&sourceid=chrome&ie=UTF-8 .
We hope this would be helpful in drafting an attractive title for your research paper.
Please let us know in case of any other queries.
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Wow that was odd. I just wrote an very long comment but after I clicked submit my comment didn’t show up. Grrrr… well I’m not writing all that over again. Anyhow, just wanted to say fantastic blog!
In case the topic is new research before you’re writing. And then to stand out, you end up being different.and be inclined to highlight yourself.
There are many free directories, and more paid lists.
To be honest your article is informative. I search many site to know about writing but I didn’t get the information I needed. I saw your site and I read it. I got some new information from here. I think some of your tips can be applied to those too! Thank you so very much for such informative and useful content.
Nice and well written content you have shared with us. thanks a lot!
Thanks for sharing these tips… Rockwide
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How to Choose a Research Paper Title with Examples
What is a research paper title and why does it matter?
A research title summarizes the aim and purpose of your research study. Making a title for your research is one of the most important decisions when writing an article to publish in journals. The research title is the first thing that journal editors and reviewers see when they look at your paper and the only piece of information that fellow researchers will see in a database or search engine query. Good titles that are concise and contain all the relevant terms have been shown to increase citation counts and Altmetric scores .
Therefore, when you title research work, make sure it captures all of the relevant aspects of your study, including the specific topic and problem being investigated. It also should present these elements in a way that is accessible and will captivate readers. Follow these steps to learn how to make a good research title for your work.
How to Make a Research Paper Title in 5 Steps
You might wonder how you are supposed to pick a title from all the content that your manuscript contains—how are you supposed to choose? What will make your research paper title come up in search engines and what will make the people in your field read it?
In a nutshell, your research title should accurately capture what you have done, it should sound interesting to the people who work on the same or a similar topic, and it should contain the important title keywords that other researchers use when looking for literature in databases. To make the title writing process as simple as possible, we have broken it down into 5 simple steps.
Step 1: Answer some key questions about your research paper
What does your paper seek to answer and what does it accomplish? Try to answer these questions as briefly as possible. You can create these questions by going through each section of your paper and finding the MOST relevant information to make a research title.
“What is my paper about?” | |
“What methods/techniques did I use to perform my study? | |
“What or who was the subject of my study?” | |
“What did I find?” |
Step 2: Identify research study keywords
Now that you have answers to your research questions, find the most important parts of these responses and make these your study keywords. Note that you should only choose the most important terms for your keywords–journals usually request anywhere from 3 to 8 keywords maximum.
-program volume -liver transplant patients -waiting lists -outcomes | |
-case study | |
-US/age 20-50 -60 cases | |
-positive correlation between waitlist volume and negative outcomes |
Step 3: Research title writing: use these keywords
“We employed a case study of 60 liver transplant patients around the US aged 20-50 years to assess how waiting list volume affects the outcomes of liver transplantation in patients; results indicate a positive correlation between increased waiting list volume and negative prognosis after the transplant procedure.”
The sentence above is clearly much too long for a research paper title. This is why you will trim and polish your title in the next two steps.
Step 4: Create a working research paper title
To create a working title, remove elements that make it a complete “sentence” but keep everything that is important to what the study is about. Delete all unnecessary and redundant words that are not central to the study or that researchers would most likely not use in a database search.
“ We employed a case study of 60 liver transplant patients around the US aged 20-50 years to assess how the waiting list volume affects the outcome of liver transplantation in patients ; results indicate a positive correlation between increased waiting list volume and a negative prognosis after transplant procedure ”
Now shift some words around for proper syntax and rephrase it a bit to shorten the length and make it leaner and more natural. What you are left with is:
“A case study of 60 liver transplant patients around the US aged 20-50 years assessing the impact of waiting list volume on outcome of transplantation and showing a positive correlation between increased waiting list volume and a negative prognosis” (Word Count: 38)
This text is getting closer to what we want in a research title, which is just the most important information. But note that the word count for this working title is still 38 words, whereas the average length of published journal article titles is 16 words or fewer. Therefore, we should eliminate some words and phrases that are not essential to this title.
Step 5: Remove any nonessential words and phrases from your title
Because the number of patients studied and the exact outcome are not the most essential parts of this paper, remove these elements first:
“A case study of 60 liver transplant patients around the US aged 20-50 years assessing the impact of waiting list volume on outcomes of transplantation and showing a positive correlation between increased waiting list volume and a negative prognosis” (Word Count: 19)
In addition, the methods used in a study are not usually the most searched-for keywords in databases and represent additional details that you may want to remove to make your title leaner. So what is left is:
“Assessing the impact of waiting list volume on outcome and prognosis in liver transplantation patients” (Word Count: 15)
In this final version of the title, one can immediately recognize the subject and what objectives the study aims to achieve. Note that the most important terms appear at the beginning and end of the title: “Assessing,” which is the main action of the study, is placed at the beginning; and “liver transplantation patients,” the specific subject of the study, is placed at the end.
This will aid significantly in your research paper title being found in search engines and database queries, which means that a lot more researchers will be able to locate your article once it is published. In fact, a 2014 review of more than 150,000 papers submitted to the UK’s Research Excellence Framework (REF) database found the style of a paper’s title impacted the number of citations it would typically receive. In most disciplines, articles with shorter, more concise titles yielded more citations.
Adding a Research Paper Subtitle
If your title might require a subtitle to provide more immediate details about your methodology or sample, you can do this by adding this information after a colon:
“ : a case study of US adult patients ages 20-25”
If we abide strictly by our word count rule this may not be necessary or recommended. But every journal has its own standard formatting and style guidelines for research paper titles, so it is a good idea to be aware of the specific journal author instructions , not just when you write the manuscript but also to decide how to create a good title for it.
Research Paper Title Examples
The title examples in the following table illustrate how a title can be interesting but incomplete, complete by uninteresting, complete and interesting but too informal in tone, or some other combination of these. A good research paper title should meet all the requirements in the four columns below.
Advantages of Meditation for Nurses: A Longitudinal Study | Yes | No | No | Yes | Yes |
Why Focused Nurses Have the Highest Nursing Results | No | Yes | Yes | No | Yes |
A Meditation Study Aimed at Hospital Nurses | No | No | No | No | Yes |
Mindfulness on the Night Shift: A Longitudinal Study on the Impacts of Meditation on Nurse Productivity | Yes | Yes | Yes | Yes | No |
Injective Mindfulness: Quantitative Measurements of Medication on Nurse Productivity | Yes | Yes | Yes | Yes | Yes |
Tips on Formulating a Good Research Paper Title
In addition to the steps given above, there are a few other important things you want to keep in mind when it comes to how to write a research paper title, regarding formatting, word count, and content:
- Write the title after you’ve written your paper and abstract
- Include all of the essential terms in your paper
- Keep it short and to the point (~16 words or fewer)
- Avoid unnecessary jargon and abbreviations
- Use keywords that capture the content of your paper
- Never include a period at the end—your title is NOT a sentence
Research Paper Writing Resources
We hope this article has been helpful in teaching you how to craft your research paper title. But you might still want to dig deeper into different journal title formats and categories that might be more suitable for specific article types or need help with writing a cover letter for your manuscript submission.
In addition to getting English proofreading services , including paper editing services , before submission to journals, be sure to visit our academic resources papers. Here you can find dozens of articles on manuscript writing, from drafting an outline to finding a target journal to submit to.
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Writing the title and abstract for a research paper: Being concise, precise, and meticulous is the key
Milind s tullu.
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Address for correspondence: Dr. Milind Tullu, “Sankalp Siddhi,“ Block No. 1, Ground Floor, Kher Nagar, Service Road, Bandra (East), Mumbai - 400 051, Maharashtra, India. E-mail: [email protected]
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This article deals with formulating a suitable title and an appropriate abstract for an original research paper. The “title” and the “abstract” are the “initial impressions” of a research article, and hence they need to be drafted correctly, accurately, carefully, and meticulously. Often both of these are drafted after the full manuscript is ready. Most readers read only the title and the abstract of a research paper and very few will go on to read the full paper. The title and the abstract are the most important parts of a research paper and should be pleasant to read. The “title” should be descriptive, direct, accurate, appropriate, interesting, concise, precise, unique, and should not be misleading. The “abstract” needs to be simple, specific, clear, unbiased, honest, concise, precise, stand-alone, complete, scholarly, (preferably) structured, and should not be misrepresentative. The abstract should be consistent with the main text of the paper, especially after a revision is made to the paper and should include the key message prominently. It is very important to include the most important words and terms (the “keywords”) in the title and the abstract for appropriate indexing purpose and for retrieval from the search engines and scientific databases. Such keywords should be listed after the abstract. One must adhere to the instructions laid down by the target journal with regard to the style and number of words permitted for the title and the abstract.
Key words: Abbreviations, aims, article, author, conclusions, database, indexing, keywords, manuscript, medical writing, message, methods, paper, research, results, summary
Introduction
This article deals with drafting a suitable “title” and an appropriate “abstract” for an original research paper. Because the “title” and the “abstract” are the “initial impressions” or the “face” of a research article, they need to be drafted correctly, accurately, carefully, meticulously, and consume time and energy.[ 1 , 2 , 3 , 4 , 5 , 6 , 7 , 8 , 9 , 10 ] Often, these are drafted after the complete manuscript draft is ready.[ 2 , 3 , 4 , 5 , 9 , 10 , 11 ] Most readers will read only the title and the abstract of a published research paper, and very few “interested ones” (especially, if the paper is of use to them) will go on to read the full paper.[ 1 , 2 ] One must remember to adhere to the instructions laid down by the “target journal” (the journal for which the author is writing) regarding the style and number of words permitted for the title and the abstract.[ 2 , 4 , 5 , 7 , 8 , 9 , 12 ] Both the title and the abstract are the most important parts of a research paper – for editors (to decide whether to process the paper for further review), for reviewers (to get an initial impression of the paper), and for the readers (as these may be the only parts of the paper available freely and hence, read widely).[ 4 , 8 , 12 ] It may be worth for the novice author to browse through titles and abstracts of several prominent journals (and their target journal as well) to learn more about the wording and styles of the titles and abstracts, as well as the aims and scope of the particular journal.[ 5 , 7 , 9 , 13 ]
The details of the title are discussed under the subheadings of importance, types, drafting, and checklist.
Importance of the title
When a reader browses through the table of contents of a journal issue (hard copy or on website), the title is the “ first detail” or “face” of the paper that is read.[ 2 , 3 , 4 , 5 , 6 , 13 ] Hence, it needs to be simple, direct, accurate, appropriate, specific, functional, interesting, attractive/appealing, concise/brief, precise/focused, unambiguous, memorable, captivating, informative (enough to encourage the reader to read further), unique, catchy, and it should not be misleading.[ 1 , 2 , 3 , 4 , 5 , 6 , 9 , 12 ] It should have “just enough details” to arouse the interest and curiosity of the reader so that the reader then goes ahead with studying the abstract and then (if still interested) the full paper.[ 1 , 2 , 4 , 13 ] Journal websites, electronic databases, and search engines use the words in the title and abstract (the “keywords”) to retrieve a particular paper during a search; hence, the importance of these words in accessing the paper by the readers has been emphasized.[ 3 , 4 , 5 , 6 , 12 , 14 ] Such important words (or keywords) should be arranged in appropriate order of importance as per the context of the paper and should be placed at the beginning of the title (rather than the later part of the title, as some search engines like Google may just display only the first six to seven words of the title).[ 3 , 5 , 12 ] Whimsical, amusing, or clever titles, though initially appealing, may be missed or misread by the busy reader and very short titles may miss the essential scientific words (the “keywords”) used by the indexing agencies to catch and categorize the paper.[ 1 , 3 , 4 , 9 ] Also, amusing or hilarious titles may be taken less seriously by the readers and may be cited less often.[ 4 , 15 ] An excessively long or complicated title may put off the readers.[ 3 , 9 ] It may be a good idea to draft the title after the main body of the text and the abstract are drafted.[ 2 , 3 , 4 , 5 ]
Types of titles
Titles can be descriptive, declarative, or interrogative. They can also be classified as nominal, compound, or full-sentence titles.
Descriptive or neutral title
This has the essential elements of the research theme, that is, the patients/subjects, design, interventions, comparisons/control, and outcome, but does not reveal the main result or the conclusion.[ 3 , 4 , 12 , 16 ] Such a title allows the reader to interpret the findings of the research paper in an impartial manner and with an open mind.[ 3 ] These titles also give complete information about the contents of the article, have several keywords (thus increasing the visibility of the article in search engines), and have increased chances of being read and (then) being cited as well.[ 4 ] Hence, such descriptive titles giving a glimpse of the paper are generally preferred.[ 4 , 16 ]
Declarative title
This title states the main finding of the study in the title itself; it reduces the curiosity of the reader, may point toward a bias on the part of the author, and hence is best avoided.[ 3 , 4 , 12 , 16 ]
Interrogative title
This is the one which has a query or the research question in the title.[ 3 , 4 , 16 ] Though a query in the title has the ability to sensationalize the topic, and has more downloads (but less citations), it can be distracting to the reader and is again best avoided for a research article (but can, at times, be used for a review article).[ 3 , 6 , 16 , 17 ]
From a sentence construct point of view, titles may be nominal (capturing only the main theme of the study), compound (with subtitles to provide additional relevant information such as context, design, location/country, temporal aspect, sample size, importance, and a provocative or a literary; for example, see the title of this review), or full-sentence titles (which are longer and indicate an added degree of certainty of the results).[ 4 , 6 , 9 , 16 ] Any of these constructs may be used depending on the type of article, the key message, and the author's preference or judgement.[ 4 ]
Drafting a suitable title
A stepwise process can be followed to draft the appropriate title. The author should describe the paper in about three sentences, avoiding the results and ensuring that these sentences contain important scientific words/keywords that describe the main contents and subject of the paper.[ 1 , 4 , 6 , 12 ] Then the author should join the sentences to form a single sentence, shorten the length (by removing redundant words or adjectives or phrases), and finally edit the title (thus drafted) to make it more accurate, concise (about 10–15 words), and precise.[ 1 , 3 , 4 , 5 , 9 ] Some journals require that the study design be included in the title, and this may be placed (using a colon) after the primary title.[ 2 , 3 , 4 , 14 ] The title should try to incorporate the Patients, Interventions, Comparisons and Outcome (PICO).[ 3 ] The place of the study may be included in the title (if absolutely necessary), that is, if the patient characteristics (such as study population, socioeconomic conditions, or cultural practices) are expected to vary as per the country (or the place of the study) and have a bearing on the possible outcomes.[ 3 , 6 ] Lengthy titles can be boring and appear unfocused, whereas very short titles may not be representative of the contents of the article; hence, optimum length is required to ensure that the title explains the main theme and content of the manuscript.[ 4 , 5 , 9 ] Abbreviations (except the standard or commonly interpreted ones such as HIV, AIDS, DNA, RNA, CDC, FDA, ECG, and EEG) or acronyms should be avoided in the title, as a reader not familiar with them may skip such an article and nonstandard abbreviations may create problems in indexing the article.[ 3 , 4 , 5 , 6 , 9 , 12 ] Also, too much of technical jargon or chemical formulas in the title may confuse the readers and the article may be skipped by them.[ 4 , 9 ] Numerical values of various parameters (stating study period or sample size) should also be avoided in the titles (unless deemed extremely essential).[ 4 ] It may be worthwhile to take an opinion from a impartial colleague before finalizing the title.[ 4 , 5 , 6 ] Thus, multiple factors (which are, at times, a bit conflicting or contrasting) need to be considered while formulating a title, and hence this should not be done in a hurry.[ 4 , 6 ] Many journals ask the authors to draft a “short title” or “running head” or “running title” for printing in the header or footer of the printed paper.[ 3 , 12 ] This is an abridged version of the main title of up to 40–50 characters, may have standard abbreviations, and helps the reader to navigate through the paper.[ 3 , 12 , 14 ]
Checklist for a good title
Table 1 gives a checklist/useful tips for drafting a good title for a research paper.[ 1 , 2 , 3 , 4 , 5 , 6 , 12 ] Table 2 presents some of the titles used by the author of this article in his earlier research papers, and the appropriateness of the titles has been commented upon. As an individual exercise, the reader may try to improvise upon the titles (further) after reading the corresponding abstract and full paper.
Checklist/useful tips for drafting a good title for a research paper
The title needs to be simple and direct |
It should be interesting and informative |
It should be specific, accurate, and functional (with essential scientific “keywords” for indexing) |
It should be concise, precise, and should include the main theme of the paper |
It should not be misleading or misrepresentative |
It should not be too long or too short (or cryptic) |
It should avoid whimsical or amusing words |
It should avoid nonstandard abbreviations and unnecessary acronyms (or technical jargon) |
Title should be SPICED, that is, it should include Setting, Population, Intervention, Condition, End-point, and Design |
Place of the study and sample size should be mentioned only if it adds to the scientific value of the title |
Important terms/keywords should be placed in the beginning of the title |
Descriptive titles are preferred to declarative or interrogative titles |
Authors should adhere to the word count and other instructions as specified by the target journal |
Some titles used by author of this article in his earlier publications and remark/comment on their appropriateness
Title | Comment/remark on the contents of the title |
---|---|
Comparison of Pediatric Risk of Mortality III, Pediatric Index of Mortality 2, and Pediatric Index of Mortality 3 Scores in Predicting Mortality in a Pediatric Intensive Care Unit | Long title (28 words) capturing the main theme; site of study is mentioned |
A Prospective Antibacterial Utilization Study in Pediatric Intensive Care Unit of a Tertiary Referral Center | Optimum number of words capturing the main theme; site of study is mentioned |
Study of Ventilator-Associated Pneumonia in a Pediatric Intensive Care Unit | The words “study of” can be deleted |
Clinical Profile, Co-Morbidities & Health Related Quality of Life in Pediatric Patients with Allergic Rhinitis & Asthma | Optimum number of words; population and intervention mentioned |
Benzathine Penicillin Prophylaxis in Children with Rheumatic Fever (RF)/Rheumatic Heart Disease (RHD): A Study of Compliance | Subtitle used to convey the main focus of the paper. It may be preferable to use the important word “compliance” in the beginning of the title rather than at the end. Abbreviations RF and RHD can be deleted as corresponding full forms have already been mentioned in the title itself |
Performance of PRISM (Pediatric Risk of Mortality) Score and PIM (Pediatric Index of Mortality) Score in a Tertiary Care Pediatric ICU | Abbreviations used. “ICU” may be allowed as it is a commonly used abbreviation. Abbreviations PRISM and PIM can be deleted as corresponding full forms are already used in the title itself |
Awareness of Health Care Workers Regarding Prophylaxis for Prevention of Transmission of Blood-Borne Viral Infections in Occupational Exposures | Slightly long title (18 words); theme well-captured |
Isolated Infective Endocarditis of the Pulmonary Valve: An Autopsy Analysis of Nine Cases | Subtitle used to convey additional details like “autopsy” (i.e., postmortem analysis) and “nine” (i.e., number of cases) |
Atresia of the Common Pulmonary Vein - A Rare Congenital Anomaly | Subtitle used to convey importance of the paper/rarity of the condition |
Psychological Consequences in Pediatric Intensive Care Unit Survivors: The Neglected Outcome | Subtitle used to convey importance of the paper and to make the title more interesting |
Rheumatic Fever and Rheumatic Heart Disease: Clinical Profile of 550 patients in India | Number of cases (550) emphasized because it is a large series; country (India) is mentioned in the title - will the clinical profile of patients with rheumatic fever and rheumatic heart disease vary from country to country? May be yes, as the clinical features depend on the socioeconomic and cultural background |
Neurological Manifestations of HIV Infection | Short title; abbreviation “HIV” may be allowed as it is a commonly used abbreviation |
Krabbe Disease - Clinical Profile | Very short title (only four words) - may miss out on the essential keywords required for indexing |
Experience of Pediatric Tetanus Cases from Mumbai | City mentioned (Mumbai) in the title - one needs to think whether it is required in the title |
The Abstract
The details of the abstract are discussed under the subheadings of importance, types, drafting, and checklist.
Importance of the abstract
The abstract is a summary or synopsis of the full research paper and also needs to have similar characteristics like the title. It needs to be simple, direct, specific, functional, clear, unbiased, honest, concise, precise, self-sufficient, complete, comprehensive, scholarly, balanced, and should not be misleading.[ 1 , 2 , 3 , 7 , 8 , 9 , 10 , 11 , 13 , 17 ] Writing an abstract is to extract and summarize (AB – absolutely, STR – straightforward, ACT – actual data presentation and interpretation).[ 17 ] The title and abstracts are the only sections of the research paper that are often freely available to the readers on the journal websites, search engines, and in many abstracting agencies/databases, whereas the full paper may attract a payment per view or a fee for downloading the pdf copy.[ 1 , 2 , 3 , 7 , 8 , 10 , 11 , 13 , 14 ] The abstract is an independent and stand-alone (that is, well understood without reading the full paper) section of the manuscript and is used by the editor to decide the fate of the article and to choose appropriate reviewers.[ 2 , 7 , 10 , 12 , 13 ] Even the reviewers are initially supplied only with the title and the abstract before they agree to review the full manuscript.[ 7 , 13 ] This is the second most commonly read part of the manuscript, and therefore it should reflect the contents of the main text of the paper accurately and thus act as a “real trailer” of the full article.[ 2 , 7 , 11 ] The readers will go through the full paper only if they find the abstract interesting and relevant to their practice; else they may skip the paper if the abstract is unimpressive.[ 7 , 8 , 9 , 10 , 13 ] The abstract needs to highlight the selling point of the manuscript and succeed in luring the reader to read the complete paper.[ 3 , 7 ] The title and the abstract should be constructed using keywords (key terms/important words) from all the sections of the main text.[ 12 ] Abstracts are also used for submitting research papers to a conference for consideration for presentation (as oral paper or poster).[ 9 , 13 , 17 ] Grammatical and typographic errors reflect poorly on the quality of the abstract, may indicate carelessness/casual attitude on part of the author, and hence should be avoided at all times.[ 9 ]
Types of abstracts
The abstracts can be structured or unstructured. They can also be classified as descriptive or informative abstracts.
Structured and unstructured abstracts
Structured abstracts are followed by most journals, are more informative, and include specific subheadings/subsections under which the abstract needs to be composed.[ 1 , 7 , 8 , 9 , 10 , 11 , 13 , 17 , 18 ] These subheadings usually include context/background, objectives, design, setting, participants, interventions, main outcome measures, results, and conclusions.[ 1 ] Some journals stick to the standard IMRAD format for the structure of the abstracts, and the subheadings would include Introduction/Background, Methods, Results, And (instead of Discussion) the Conclusion/s.[ 1 , 2 , 7 , 8 , 9 , 10 , 11 , 12 , 13 , 17 , 18 ] Structured abstracts are more elaborate, informative, easy to read, recall, and peer-review, and hence are preferred; however, they consume more space and can have same limitations as an unstructured abstract.[ 7 , 9 , 18 ] The structured abstracts are (possibly) better understood by the reviewers and readers. Anyway, the choice of the type of the abstract and the subheadings of a structured abstract depend on the particular journal style and is not left to the author's wish.[ 7 , 10 , 12 ] Separate subheadings may be necessary for reporting meta-analysis, educational research, quality improvement work, review, or case study.[ 1 ] Clinical trial abstracts need to include the essential items mentioned in the CONSORT (Consolidated Standards Of Reporting Trials) guidelines.[ 7 , 9 , 14 , 19 ] Similar guidelines exist for various other types of studies, including observational studies and for studies of diagnostic accuracy.[ 20 , 21 ] A useful resource for the above guidelines is available at www.equator-network.org (Enhancing the QUAlity and Transparency Of health Research). Unstructured (or non-structured) abstracts are free-flowing, do not have predefined subheadings, and are commonly used for papers that (usually) do not describe original research.[ 1 , 7 , 9 , 10 ]
The four-point structured abstract: This has the following elements which need to be properly balanced with regard to the content/matter under each subheading:[ 9 ]
Background and/or Objectives: This states why the work was undertaken and is usually written in just a couple of sentences.[ 3 , 7 , 8 , 9 , 10 , 12 , 13 ] The hypothesis/study question and the major objectives are also stated under this subheading.[ 3 , 7 , 8 , 9 , 10 , 12 , 13 ]
Methods: This subsection is the longest, states what was done, and gives essential details of the study design, setting, participants, blinding, sample size, sampling method, intervention/s, duration and follow-up, research instruments, main outcome measures, parameters evaluated, and how the outcomes were assessed or analyzed.[ 3 , 7 , 8 , 9 , 10 , 12 , 13 , 14 , 17 ]
Results/Observations/Findings: This subheading states what was found, is longer, is difficult to draft, and needs to mention important details including the number of study participants, results of analysis (of primary and secondary objectives), and include actual data (numbers, mean, median, standard deviation, “P” values, 95% confidence intervals, effect sizes, relative risks, odds ratio, etc.).[ 3 , 7 , 8 , 9 , 10 , 12 , 13 , 14 , 17 ]
Conclusions: The take-home message (the “so what” of the paper) and other significant/important findings should be stated here, considering the interpretation of the research question/hypothesis and results put together (without overinterpreting the findings) and may also include the author's views on the implications of the study.[ 3 , 7 , 8 , 9 , 10 , 12 , 13 , 14 , 17 ]
The eight-point structured abstract: This has the following eight subheadings – Objectives, Study Design, Study Setting, Participants/Patients, Methods/Intervention, Outcome Measures, Results, and Conclusions.[ 3 , 9 , 18 ] The instructions to authors given by the particular journal state whether they use the four- or eight-point abstract or variants thereof.[ 3 , 14 ]
Descriptive and Informative abstracts
Descriptive abstracts are short (75–150 words), only portray what the paper contains without providing any more details; the reader has to read the full paper to know about its contents and are rarely used for original research papers.[ 7 , 10 ] These are used for case reports, reviews, opinions, and so on.[ 7 , 10 ] Informative abstracts (which may be structured or unstructured as described above) give a complete detailed summary of the article contents and truly reflect the actual research done.[ 7 , 10 ]
Drafting a suitable abstract
It is important to religiously stick to the instructions to authors (format, word limit, font size/style, and subheadings) provided by the journal for which the abstract and the paper are being written.[ 7 , 8 , 9 , 10 , 13 ] Most journals allow 200–300 words for formulating the abstract and it is wise to restrict oneself to this word limit.[ 1 , 2 , 3 , 7 , 8 , 9 , 10 , 11 , 12 , 13 , 22 ] Though some authors prefer to draft the abstract initially, followed by the main text of the paper, it is recommended to draft the abstract in the end to maintain accuracy and conformity with the main text of the paper (thus maintaining an easy linkage/alignment with title, on one hand, and the introduction section of the main text, on the other hand).[ 2 , 7 , 9 , 10 , 11 ] The authors should check the subheadings (of the structured abstract) permitted by the target journal, use phrases rather than sentences to draft the content of the abstract, and avoid passive voice.[ 1 , 7 , 9 , 12 ] Next, the authors need to get rid of redundant words and edit the abstract (extensively) to the correct word count permitted (every word in the abstract “counts”!).[ 7 , 8 , 9 , 10 , 13 ] It is important to ensure that the key message, focus, and novelty of the paper are not compromised; the rationale of the study and the basis of the conclusions are clear; and that the abstract is consistent with the main text of the paper.[ 1 , 2 , 3 , 7 , 9 , 11 , 12 , 13 , 14 , 17 , 22 ] This is especially important while submitting a revision of the paper (modified after addressing the reviewer's comments), as the changes made in the main (revised) text of the paper need to be reflected in the (revised) abstract as well.[ 2 , 10 , 12 , 14 , 22 ] Abbreviations should be avoided in an abstract, unless they are conventionally accepted or standard; references, tables, or figures should not be cited in the abstract.[ 7 , 9 , 10 , 11 , 13 ] It may be worthwhile not to rush with the abstract and to get an opinion by an impartial colleague on the content of the abstract; and if possible, the full paper (an “informal” peer-review).[ 1 , 7 , 8 , 9 , 11 , 17 ] Appropriate “Keywords” (three to ten words or phrases) should follow the abstract and should be preferably chosen from the Medical Subject Headings (MeSH) list of the U.S. National Library of Medicine ( https://meshb.nlm.nih.gov/search ) and are used for indexing purposes.[ 2 , 3 , 11 , 12 ] These keywords need to be different from the words in the main title (the title words are automatically used for indexing the article) and can be variants of the terms/phrases used in the title, or words from the abstract and the main text.[ 3 , 12 ] The ICMJE (International Committee of Medical Journal Editors; http://www.icmje.org/ ) also recommends publishing the clinical trial registration number at the end of the abstract.[ 7 , 14 ]
Checklist for a good abstract
Table 3 gives a checklist/useful tips for formulating a good abstract for a research paper.[ 1 , 2 , 3 , 7 , 8 , 9 , 10 , 11 , 12 , 13 , 14 , 17 , 22 ]
Checklist/useful tips for formulating a good abstract for a research paper
The abstract should have simple language and phrases (rather than sentences) |
It should be informative, cohesive, and adhering to the structure (subheadings) provided by the target journal. Structured abstracts are preferred over unstructured abstracts |
It should be independent and stand-alone/complete |
It should be concise, interesting, unbiased, honest, balanced, and precise |
It should not be misleading or misrepresentative; it should be consistent with the main text of the paper (especially after a revision is made) |
It should utilize the full word capacity allowed by the journal so that most of the actual scientific facts of the main paper are represented in the abstract |
It should include the key message prominently |
It should adhere to the style and the word count specified by the target journal (usually about 250 words) |
It should avoid nonstandard abbreviations and (if possible) avoid a passive voice |
Authors should list appropriate “keywords” below the abstract (keywords are used for indexing purpose) |
Concluding Remarks
This review article has given a detailed account of the importance and types of titles and abstracts. It has also attempted to give useful hints for drafting an appropriate title and a complete abstract for a research paper. It is hoped that this review will help the authors in their career in medical writing.
Financial support and sponsorship
Conflicts of interest.
There are no conflicts of interest.
Acknowledgement
The author thanks Dr. Hemant Deshmukh - Dean, Seth G.S. Medical College & KEM Hospital, for granting permission to publish this manuscript.
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The title summarizes the main idea or ideas of your study. A good title contains the fewest possible words needed to adequately describe the content and/or purpose of your research paper.
Importance of Choosing a Good Title
When searching for research on a topic, the title is almost always read first because it is the key identifier of what is being studied . Given this, it is the most important element that defines the research study. With this in mind, avoid the following when creating a title:
- A title should not be too long. If it is lengthy, this usually means there are too many unnecessary words. Avoid language, such as, "A Study to Investigate the...," or "An Examination of the...." These phrases are obvious and generally superfluous unless they are necessary to covey the scope, intent, or type of study.
- On the other hand, a title which is too short often uses words which are too broad or general and, thus, does not tell the reader what is being studied. For example, a paper with the title, "African Politics" is so non-specific the title could be the title of a book and so ambiguous that it could refer to anything associated with politics in Africa. A good title should provide information about the focus and/or scope of your research study.
- In academic writing, catchy phrases or non-specific language may be used, but only if it's within the context of the study [e.g., "Fair and Impartial Jury--Catch as Catch Can"]. However, in most cases, you should avoid including words or phrases that do not help the reader understand the purpose of your paper. An exception to a catchy phrase could be a short quotation derived from a source used in your study that grabs the reader's attention. However, the quote must be clearly relevant to the topic of the paper.
- Academic writing is a serious and deliberate endeavor. Avoid using humorous or clever journalistic styles of phrasing when creating the title to your paper. Journalistic headlines often use emotional adjectives [e.g., incredible, amazing, effortless] to highlight a problem experienced by the reader or use "trigger words" or interrogative words like how, what, when, or why to persuade people to read the article or click on a link. These approaches are viewed as counter-productive in academic writing. A reader does not need clever or humorous titles to catch their attention because the act of reading research is assumed to be deliberate based on a desire to learn and improve understanding of the problem. In addition, a humorous title can detract from the seriousness and authority of your research.
- Unlike everywhere else in a college-level social sciences research paper [except when using direct quotes], titles do not have to adhere to rigid grammatical or stylistic standards. For example, it could be appropriate to begin a title with a coordinating conjunction [i.e., and, but, or, nor, for, so, yet] if it makes sense to do so and does not detract from the purpose of the study [e.g., "Yet Another Look at Mutual Fund Tournaments"] or beginning the title with an inflected form of a verb such as those ending in -ing [e.g., "Assessing the Political Landscape: Structure, Cognition, and Power in Organizations"].
Appiah, Kingsley Richard et al. “Structural Organisation of Research Article Titles: A Comparative Study of Titles of Business, Gynaecology and Law.” Advances in Language and Literary Studies 10 (2019); Hartley James. “To Attract or to Inform: What are Titles for?” Journal of Technical Writing and Communication 35 (2005): 203-213; Jaakkola, Maarit. “Journalistic Writing and Style.” In Oxford Research Encyclopedia of Communication . Jon F. Nussbaum, editor. (New York: Oxford University Press, 2018): https://oxfordre.com/communication.
Structure and Writing Style
The following parameters can be used to help you formulate a suitable research paper title:
- The purpose of the research
- The scope of the research
- The narrative tone of the paper [typically defined by the type of the research]
- The methods used to study the problem
The initial aim of a title is to capture the reader’s attention by highlighting the research problem under investigation.
Create a Working Title Typically, the final title you submit to your professor is created after the research is complete so that the title accurately captures what has been done . The working title should be developed early in the research process because it can help anchor the focus of your study in much the same way the research problem does. Referring back to the working title can help you reorient yourself back to the main purpose of the study if you find yourself drifting off on a tangent while researching and writing your paper. The Final Title Effective titles in research papers have a number of characteristics that reflect general principles of academic writing.
- Indicate accurately the subject and scope of the study,
- Rarely use abbreviations or acronyms unless they are commonly known,
- Use words that create a positive impression and stimulate reader interest,
- Use current nomenclature from the field of study,
- Identify key variables, both dependent and independent,
- Reveal how the paper will be organized,
- Suggest a relationship between variables which supports the major hypothesis,
- Is limited to 5 to 12 substantive words,
- Does not include redundant phrasing, such as, "A Study of," "An Analysis of" or similar constructions,
- Takes the form of a question or declarative statement,
- If you use a quote as part of the title, the source of the quote is cited [usually using an asterisk and footnote],
- Use correct grammar and capitalization with all first words and last words capitalized, including the first word of a subtitle. All nouns, pronouns, verbs, adjectives, and adverbs that appear between the first and last words of the title are also capitalized, and
- Avoid using an exclamation mark at the end of the title.
The Subtitle Subtitles are frequently used in social sciences research papers because it helps the reader understand the scope of the study in relation to how it was designed to address the research problem. Often, the main title describes the problem and the subtitle clarifies the context, highlights the method of analysis, or identifies the research setting. Think about what type of subtitle listed below reflects the overall approach to your study and whether you believe a subtitle is needed to emphasize the investigative parameters of your research.
1. Explains or provides additional context , e.g., "Linguistic Ethnography and the Study of Welfare Institutions as a Flow of Social Practices: The Case of Residential Child Care Institutions as Paradoxical Institutions." [Palomares, Manuel and David Poveda. Text & Talk: An Interdisciplinary Journal of Language, Discourse and Communication Studies 30 (January 2010): 193-212]
2. Adds substance to a literary, provocative, or imaginative title or quote , e.g., "Listen to What I Say, Not How I Vote": Congressional Support for the President in Washington and at Home." [Grose, Christian R. and Keesha M. Middlemass. Social Science Quarterly 91 (March 2010): 143-167]
3. Qualifies the geographic scope of the research , e.g., "The Geopolitics of the Eastern Border of the European Union: The Case of Romania-Moldova-Ukraine." [Marcu, Silvia. Geopolitics 14 (August 2009): 409-432]
4. Qualifies the temporal scope of the research , e.g., "A Comparison of the Progressive Era and the Depression Years: Societal Influences on Predictions of the Future of the Library, 1895-1940." [Grossman, Hal B. Libraries & the Cultural Record 46 (2011): 102-128]
5. Focuses on investigating the ideas, theories, or work of a particular individual , e.g., "A Deliberative Conception of Politics: How Francesco Saverio Merlino Related Anarchy and Democracy." [La Torre, Massimo. Sociologia del Diritto 28 (January 2001): 75 - 98]
6. Identifies the methodology used , e.g. "Student Activism of the 1960s Revisited: A Multivariate Analysis Research Note." [Aron, William S. Social Forces 52 (March 1974): 408-414]
7. Defines the overarching technique for analyzing the research problem , e.g., "Explaining Territorial Change in Federal Democracies: A Comparative Historical Institutionalist Approach." [ Tillin, Louise. Political Studies 63 (August 2015): 626-641.
With these examples in mind, think about what type of subtitle reflects the overall approach to your study. This will help the reader understand the scope of the study in relation to how it was designed to address the research problem. Keep in mind, however, that although subtitles are commonly used by scholars, they are not required.
Anstey, A. “Writing Style: What's in a Title?” British Journal of Dermatology 170 (May 2014): 1003-1004; Balch, Tucker. How to Compose a Title for Your Research Paper. Augmented Trader blog. School of Interactive Computing, Georgia Tech University; Bavdekar, Sandeep B. “Formulating the Right Title for a Research Article.” Journal of Association of Physicians of India 64 (February 2016); Choosing the Proper Research Paper Titles. AplusReports.com, 2007-2012; Eva, Kevin W. “Titles, Abstracts, and Authors.” In How to Write a Paper . George M. Hall, editor. 5th edition. (Oxford: John Wiley and Sons, 2013), pp. 33-41; Hartley James. “To Attract or to Inform: What are Titles for?” Journal of Technical Writing and Communication 35 (2005): 203-213; General Format. The Writing Lab and The OWL. Purdue University; Kerkut G.A. “Choosing a Title for a Paper.” Comparative Biochemistry and Physiology Part A: Physiology 74 (1983): 1; “Tempting Titles.” In Stylish Academic Writing . Helen Sword, editor. (Cambridge, MA: Harvard University Press, 2012), pp. 63-75; Nundy, Samiran, et al. “How to Choose a Title?” In How to Practice Academic Medicine and Publish from Developing Countries? A Practical Guide . Edited by Samiran Nundy, Atul Kakar, and Zulfiqar A. Bhutta. (Springer Singapore, 2022), pp. 185-192.
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- Types of Variables in Research & Statistics | Examples
Types of Variables in Research & Statistics | Examples
Published on September 19, 2022 by Rebecca Bevans . Revised on June 21, 2023.
In statistical research , a variable is defined as an attribute of an object of study. Choosing which variables to measure is central to good experimental design .
If you want to test whether some plant species are more salt-tolerant than others, some key variables you might measure include the amount of salt you add to the water, the species of plants being studied, and variables related to plant health like growth and wilting .
You need to know which types of variables you are working with in order to choose appropriate statistical tests and interpret the results of your study.
You can usually identify the type of variable by asking two questions:
- What type of data does the variable contain?
- What part of the experiment does the variable represent?
Table of contents
Types of data: quantitative vs categorical variables, parts of the experiment: independent vs dependent variables, other common types of variables, other interesting articles, frequently asked questions about variables.
Data is a specific measurement of a variable – it is the value you record in your data sheet. Data is generally divided into two categories:
- Quantitative data represents amounts
- Categorical data represents groupings
A variable that contains quantitative data is a quantitative variable ; a variable that contains categorical data is a categorical variable . Each of these types of variables can be broken down into further types.
Quantitative variables
When you collect quantitative data, the numbers you record represent real amounts that can be added, subtracted, divided, etc. There are two types of quantitative variables: discrete and continuous .
Type of variable | What does the data represent? | Examples |
---|---|---|
Discrete variables (aka integer variables) | Counts of individual items or values. | |
Continuous variables (aka ratio variables) | Measurements of continuous or non-finite values. |
Categorical variables
Categorical variables represent groupings of some kind. They are sometimes recorded as numbers, but the numbers represent categories rather than actual amounts of things.
There are three types of categorical variables: binary , nominal , and ordinal variables .
Type of variable | What does the data represent? | Examples |
---|---|---|
Binary variables (aka dichotomous variables) | Yes or no outcomes. | |
Nominal variables | Groups with no rank or order between them. | |
Ordinal variables | Groups that are ranked in a specific order. | * |
*Note that sometimes a variable can work as more than one type! An ordinal variable can also be used as a quantitative variable if the scale is numeric and doesn’t need to be kept as discrete integers. For example, star ratings on product reviews are ordinal (1 to 5 stars), but the average star rating is quantitative.
Example data sheet
To keep track of your salt-tolerance experiment, you make a data sheet where you record information about the variables in the experiment, like salt addition and plant health.
To gather information about plant responses over time, you can fill out the same data sheet every few days until the end of the experiment. This example sheet is color-coded according to the type of variable: nominal , continuous , ordinal , and binary .
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Experiments are usually designed to find out what effect one variable has on another – in our example, the effect of salt addition on plant growth.
You manipulate the independent variable (the one you think might be the cause ) and then measure the dependent variable (the one you think might be the effect ) to find out what this effect might be.
You will probably also have variables that you hold constant ( control variables ) in order to focus on your experimental treatment.
Type of variable | Definition | Example (salt tolerance experiment) |
---|---|---|
Independent variables (aka treatment variables) | Variables you manipulate in order to affect the outcome of an experiment. | The amount of salt added to each plant’s water. |
Dependent variables (aka ) | Variables that represent the outcome of the experiment. | Any measurement of plant health and growth: in this case, plant height and wilting. |
Control variables | Variables that are held constant throughout the experiment. | The temperature and light in the room the plants are kept in, and the volume of water given to each plant. |
In this experiment, we have one independent and three dependent variables.
The other variables in the sheet can’t be classified as independent or dependent, but they do contain data that you will need in order to interpret your dependent and independent variables.
What about correlational research?
When you do correlational research , the terms “dependent” and “independent” don’t apply, because you are not trying to establish a cause and effect relationship ( causation ).
However, there might be cases where one variable clearly precedes the other (for example, rainfall leads to mud, rather than the other way around). In these cases you may call the preceding variable (i.e., the rainfall) the predictor variable and the following variable (i.e. the mud) the outcome variable .
Once you have defined your independent and dependent variables and determined whether they are categorical or quantitative, you will be able to choose the correct statistical test .
But there are many other ways of describing variables that help with interpreting your results. Some useful types of variables are listed below.
Type of variable | Definition | Example (salt tolerance experiment) |
---|---|---|
A variable that hides the true effect of another variable in your experiment. This can happen when another variable is closely related to a variable you are interested in, but you haven’t controlled it in your experiment. Be careful with these, because confounding variables run a high risk of introducing a variety of to your work, particularly . | Pot size and soil type might affect plant survival as much or more than salt additions. In an experiment you would control these potential confounders by holding them constant. | |
Latent variables | A variable that can’t be directly measured, but that you represent via a proxy. | Salt tolerance in plants cannot be measured directly, but can be inferred from measurements of plant health in our salt-addition experiment. |
Composite variables | A variable that is made by combining multiple variables in an experiment. These variables are created when you analyze data, not when you measure it. | The three plant health variables could be combined into a single plant-health score to make it easier to present your findings. |
If you want to know more about statistics , methodology , or research bias , make sure to check out some of our other articles with explanations and examples.
- Student’s t -distribution
- Normal distribution
- Null and Alternative Hypotheses
- Chi square tests
- Confidence interval
- Cluster sampling
- Stratified sampling
- Data cleansing
- Reproducibility vs Replicability
- Peer review
- Likert scale
Research bias
- Implicit bias
- Framing effect
- Cognitive bias
- Placebo effect
- Hawthorne effect
- Hindsight bias
- Affect heuristic
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You can think of independent and dependent variables in terms of cause and effect: an independent variable is the variable you think is the cause , while a dependent variable is the effect .
In an experiment, you manipulate the independent variable and measure the outcome in the dependent variable. For example, in an experiment about the effect of nutrients on crop growth:
- The independent variable is the amount of nutrients added to the crop field.
- The dependent variable is the biomass of the crops at harvest time.
Defining your variables, and deciding how you will manipulate and measure them, is an important part of experimental design .
A confounding variable , also called a confounder or confounding factor, is a third variable in a study examining a potential cause-and-effect relationship.
A confounding variable is related to both the supposed cause and the supposed effect of the study. It can be difficult to separate the true effect of the independent variable from the effect of the confounding variable.
In your research design , it’s important to identify potential confounding variables and plan how you will reduce their impact.
Quantitative variables are any variables where the data represent amounts (e.g. height, weight, or age).
Categorical variables are any variables where the data represent groups. This includes rankings (e.g. finishing places in a race), classifications (e.g. brands of cereal), and binary outcomes (e.g. coin flips).
You need to know what type of variables you are working with to choose the right statistical test for your data and interpret your results .
Discrete and continuous variables are two types of quantitative variables :
- Discrete variables represent counts (e.g. the number of objects in a collection).
- Continuous variables represent measurable amounts (e.g. water volume or weight).
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Organizing Academic Research Papers: Choosing a Title
- Purpose of Guide
- Design Flaws to Avoid
- Glossary of Research Terms
- Narrowing a Topic Idea
- Broadening a Topic Idea
- Extending the Timeliness of a Topic Idea
- Academic Writing Style
- Choosing a Title
- Making an Outline
- Paragraph Development
- Executive Summary
- Background Information
- The Research Problem/Question
- Theoretical Framework
- Citation Tracking
- Content Alert Services
- Evaluating Sources
- Primary Sources
- Secondary Sources
- Tertiary Sources
- What Is Scholarly vs. Popular?
- Qualitative Methods
- Quantitative Methods
- Using Non-Textual Elements
- Limitations of the Study
- Common Grammar Mistakes
- Avoiding Plagiarism
- Footnotes or Endnotes?
- Further Readings
- Annotated Bibliography
- Dealing with Nervousness
- Using Visual Aids
- Grading Someone Else's Paper
- How to Manage Group Projects
- Multiple Book Review Essay
- Reviewing Collected Essays
- About Informed Consent
- Writing Field Notes
- Writing a Policy Memo
- Writing a Research Proposal
- Acknowledgements
The title summarizes the main idea or ideas of your study. A good title contains the fewest possible words that adequately describe the contents and/or purpose of your research paper.
The title is without doubt the part of a paper that is read the most, and it is usually read first . If the title is too long it usually contains too many unnecessary words, e.g., "A Study to Investigate the...." On the other hand, a title which is too short often uses words which are too general. For example, "African Politics" could be the title of a book, but it does not provide any information on the focus of a research paper.
Structure and Writing Style
The following parameters can be used to help you formulate a suitable research paper title:
- The purpose of the research
- The narrative tone of the paper [typically defined by the type of the research]
- The methods used
The initial aim of a title is to capture the reader’s attention and to draw his or her attention to the research problem being investigated.
Create a Working Title Typically, the final title you submit to your professor is created after the research is complete so that the title accurately captures what was done . The working title should be developed early in the research process because it can help anchor the focus of the study in much the same way the research problem does. Referring back to the working title can help you reorient yourself back to the main purpose of the study if you feel yourself drifting off on a tangent while writing. The Final Title Effective titles in academic research papers have several characteristics.
- Indicate accurately the subject and scope of the study.
- Avoid using abbreviations.
- Use words that create a positive impression and stimulate reader interest.
- Use current nomenclature from the field of study.
- Identify key variables, both dependent and independent.
- May reveal how the paper will be organized.
- Suggest a relationship between variables which supports the major hypothesis.
- Is limited to 10 to 15 substantive words.
- Do not include "study of," "analysis of" or similar constructions.
- Titles are usually in the form of a phrase, but can also be in the form of a question.
- Use correct grammar and capitalization with all first words and last words capitalized, including the first word of a subtitle. All nouns, pronouns, verbs, adjectives, and adverbs that appear between the first and last words of the title are also capitalized.
- In academic papers, rarely is a title followed by an exclamation mark. However, a title or subtitle can be in the form of a question.
The Subtitle Subtitles are quite common in social science research papers. Examples of why you may include a subtitle:
- Explains or provides additional context , e.g., "Linguistic Ethnography and the Study of Welfare Institutions as a Flow of Social Practices: The Case of Residential Child Care Institutions as Paradoxical Institutions."
- Adds substance to a literary, provocative, or imaginative title , e.g., "Listen to What I Say, Not How I Vote: Congressional Support for the President in Washington and at Home."
- Qualifies the geographic scope of the research , e.g., "The Geopolitics of the Eastern Border of the European Union: The Case of Romania-Moldova-Ukraine."
- Qualifies the temporal scope of the research , e.g., "A Comparison of the Progressive Era and the Depression Years: Societal Influences on Predictions of the Future of the Library, 1895-1940."
- Focuses on investigating the ideas, theories, or work of a particular individual , e.g., "A Deliberative Conception of Politics: How Francesco Saverio Merlino Related Anarchy and Democracy."
Balch, Tucker. How to Compose a Title for Your Research Paper . Augmented Trader blog. School of Interactive Computing, Georgia Tech University; Choosing the Proper Research Paper Titles . AplusReports.com, 2007-2012; General Format. The Writing Lab and The OWL. Purdue University.
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- Last Updated: Jul 18, 2023 11:58 AM
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An independent variable (IV) is what is manipulated in a scientific experiment to determine its effect on the dependent variable (DV).
Quantitative research involves collecting and analyzing numerical data to identify patterns, trends, and relationships among variables. This method is widely used in social sciences, psychology, economics, and other fields where researchers aim to understand human behavior and phenomena through statistical analysis.
Make sure your research title describes (a) the topic, (b) the method, (c) the sample, and (d) the results of your study. You can use the following formula: [ Result ]: A [ method ] study of [ topic ] among [ sample ]
Step 1: Answer some key questions about your research paper. What does your paper seek to answer and what does it accomplish? Try to answer these questions as briefly as possible. You can create these questions by going through each section of your paper and finding the MOST relevant information to make a research title.
Introduction. This article deals with drafting a suitable “title” and an appropriate “abstract” for an original research paper.
The following parameters can be used to help you formulate a suitable research paper title: The purpose of the research; The scope of the research; The narrative tone of the paper [typically defined by the type of the research] The methods used to study the problem; The initial aim of a title is to capture the reader’s attention by ...
Independent and dependent variables in research. Independent and dependent variables are generally used in experimental and quasi-experimental research. Here are some examples of research questions and corresponding independent and dependent variables.
You can usually identify the type of variable by asking two questions: What type of data does the variable contain? What part of the experiment does the variable represent? Table of contents. Types of data: Quantitative vs categorical variables. Parts of the experiment: Independent vs dependent variables. Other common types of variables.
Writing a Research Proposal. Acknowledgements. Definition. The title summarizes the main idea or ideas of your study. A good title contains the fewest possible words that adequately describe the contents and/or purpose of your research paper. The title is without doubt the part of a paper that is read the most, and it is usually read first.
The following example will help you understand how you can go about writing a good title for your research paper in 5 simple steps: STEP 1. Ask yourself these questions and make note of the answers: What is my paper about? My paper studies whether X therapy improves the cognitive function of patients suffering from dementia.