{"id":155838,"date":"2022-02-03T14:49:18","date_gmt":"2022-02-03T13:49:18","guid":{"rendered":"https:\/\/www.scribbr.nl\/?p=155838"},"modified":"2023-06-22T10:28:32","modified_gmt":"2023-06-22T08:28:32","slug":"independent-and-dependent-variables","status":"publish","type":"post","link":"https:\/\/www.scribbr.com\/methodology\/independent-and-dependent-variables\/","title":{"rendered":"Independent vs. Dependent Variables | Definition & Examples"},"content":{"rendered":"
In research, variables<\/a> are any characteristics that can take on different values, such as height, age, temperature, or test scores.<\/p>\n Researchers often manipulate or measure independent and dependent variables in studies to test cause-and-effect relationships.<\/p>\n Your independent variable<\/strong> is the temperature of the room. You vary the room temperature by making it cooler for half the participants, and warmer for the other half.<\/p>\n Your dependent variable<\/strong> is math test scores. You measure the math skills of all participants using a standardized test and check whether they differ based on room temperature.<\/figure>\n <\/p>\n An independent variable is the variable you manipulate or vary in an experimental study<\/a> to explore its effects. It\u2019s called \u201cindependent\u201d because it\u2019s not influenced by any other variables in the study.<\/p>\n Independent variables are also called:<\/p>\n These terms are especially used in statistics<\/a>, where you estimate the extent to which an independent variable change can explain or predict changes in the dependent variable.<\/p>\n There are two main types of independent variables.<\/p>\n In experiments, you manipulate independent variables directly to see how they affect<\/a> your dependent variable. The independent variable is usually applied at different levels to see how the outcomes differ.<\/p>\n You can apply just two levels in order to find out if <\/strong>an independent variable has an effect at all.<\/p>\n You can also apply multiple levels to find out how<\/strong> the independent variable affects the dependent variable.<\/p>\n You have three independent variable levels, and each group gets a different level of treatment.<\/p>\n You randomly assign<\/a> your patients to one of the three groups:<\/p>\n <\/p>\n A true experiment<\/a> requires you to randomly assign different levels of an independent variable to your participants.<\/p>\n Random assignment helps you control<\/a> participant characteristics, so that they don\u2019t affect your experimental results. This helps you to have confidence that your dependent variable results come solely from the independent variable manipulation.<\/p>\n Subject variables are characteristics that vary across participants, and they can\u2019t be manipulated by researchers. For example, gender identity, ethnicity, race, income, and education are all important subject variables that social researchers treat as independent variables.<\/p>\n It\u2019s not possible to randomly assign these to participants, since these are characteristics of already existing groups. Instead, you can create a research design where you compare the outcomes of groups of participants with characteristics. This is a quasi-experimental design<\/a> because there\u2019s no random assignment. Note that any research methods that use non-random assignment are at risk for research biases<\/a> like selection bias<\/a> and sampling bias<\/a>.<\/p>\n Your independent variable is a subject variable, namely the gender identity of the participants. You have three groups: men, women and other.<\/p>\n Your dependent variable is the brain activity response to hearing infant cries. You record brain activity with fMRI scans when participants hear infant cries without their awareness.<\/p>\n After collecting data, you check for statistically significant<\/a> differences between the groups. You find some and conclude that gender identity influences brain responses to infant cries.<\/figure>\n A dependent variable is the variable that changes as a result of the independent variable manipulation. It\u2019s the outcome you\u2019re interested in measuring, and it \u201cdepends\u201d on your independent variable.<\/p>\n In statistics<\/a>, dependent variables are also called:<\/p>\n The dependent variable is what you record after you\u2019ve manipulated the independent variable. You use this measurement data to check whether and to what extent your independent variable influences the dependent variable by conducting statistical analyses.<\/p>\n Based on your findings, you can estimate the degree to which your independent variable variation drives changes in your dependent variable. You can also predict how much your dependent variable will change as a result of variation in the independent variable.<\/p>\n Distinguishing between independent and dependent variables can be tricky when designing a complex study or reading an academic research paper<\/a>.<\/p>\n A dependent variable from one study can be the independent variable in another study, so it\u2019s important to pay attention to research design<\/a>.<\/p>\n Here are some tips for identifying each variable type.<\/p>\n Use this list of questions to check whether you\u2019re dealing with an independent variable:<\/p>\n Check whether you\u2019re dealing with a dependent variable:<\/p>\n Independent and dependent variables are generally used in experimental<\/a> and quasi-experimental<\/a> research.<\/p>\n Here are some examples of research questions and corresponding independent and dependent variables.<\/p>\n For experimental data, you analyze your results by generating descriptive statistics<\/a> and visualizing your findings. Then, you select an appropriate statistical test<\/a> to test your hypothesis<\/a>.<\/p>\n The type of test is determined by:<\/p>\n\n
What is an independent variable?<\/h2>\n
\n
Types of independent variables<\/h2>\n
\n
Experimental variables<\/h3>\n
\n
Subject variables<\/h3>\n
What is a dependent variable?<\/h2>\n
\n
Identifying independent vs. dependent variables<\/h2>\n
Recognizing independent variables<\/h3>\n
\n
Recognizing dependent variables<\/h3>\n
\n
Independent and dependent variables in research<\/h2>\n
\n\n
\n \nResearch question<\/th>\n Independent variable<\/th>\n Dependent variable(s)<\/th>\n<\/tr>\n<\/thead>\n \n Do tomatoes grow fastest under fluorescent, incandescent, or natural light?<\/td>\n \n \n
\n \n
\n What is the effect of intermittent fasting on blood sugar levels?<\/td>\n \n \n
\n \n
\n Is medical marijuana effective for pain reduction in people with chronic pain?<\/td>\n \n \n
\n \n
\n To what extent does remote working increase job satisfaction?<\/td>\n \n \n
\n \n