Following is a glossary of terms and acronyms used throughout the CrimeSolutions.gov website:
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A B C D E F G H I J K L M N O P Q R S T U V W X Y Z
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Analysis of Variance (ANOVA)
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A method for analyzing the differences in the means of two or more groups. Specifically, this procedure partitions the total variation in the dependent variable into two components: between-group variation and within-group variation. It allows researchers to determine if the differences between a control group and a treatment group are attributed to the independent variable or treatment.
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Anticipatory Benefits (Evidence Rating Element)
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Occurs when the effects of a program are observed prior to the implementation of the program, generally because the target population believes the program has already started. This element is reviewed along with diffusion and displacement on the CrimeSolutions.gov Scoring Instrument. These elements are typically considered in evaluations of community-level crime prevention efforts. See Program Review and Rating from Start to Finish for more information.
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Attrition (Mortality) (Evidence Rating Element)
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The loss of participants during the course of a study, which often occurs because subjects move or they refuse to participate in the study. This may be a threat to the study’s Internal Validity. See Program Review and Rating from Start to Finish for more information.
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Bivariate Analysis
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An analysis of the relationship between two variables, such as correlations and one-way analysis of variance (ANOVA).
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Causal Evidence
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Evidence that documents a relationship between an activity, treatment, or intervention (including technology) and its intended outcomes, including measuring the direction and size of a change, and the extent to which a change may be attributed to the activity or intervention. Causal evidence depends on the use of scientific methods to rule out, to the extent possible, alternative explanations for the documented change. This differs from descriptve evidence.
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Chi-Square Test
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A statistical test used to compare differences between observed, categorical data and expected data (based on a specific hypothesis) to determine if any difference that occurred is the same as would occur by chance.
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Comparison Group
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A group of individuals whose characteristics are similar to those of a treatment group. Comparison group individuals may not receive any services, or they may receive a different set of services, treatment, or activities as the treatment group. In no instance do they receive the same services as the individuals being evaluated (the treatment group). Comparison groups are used in quasi-experimental designs where random assignment is not possible or practical.
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Contamination (Evidence Rating Element)
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Occurs when members of the control group or the comparison group are inadvertently exposed to the intervention or treatment being studied. Contamination threatens the study’s Internal Validity. See Program Review and Rating from Start to Finish for more information.
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Control Group
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A group of individuals whose characteristics should be almost identical to those of the treatment group but do not receive the program services, treatments, or activities being evaluated. In experimental designs, individuals are placed into control groups and treatment groups through random assignment.
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Correlation
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A statistical term that measures the degree of the relationship between two variables. A correlation has two components, magnitude and direction. Magnitude is a measure of strength and ranges from 0, no correlation, to 1, perfect correlation. Direction determines whether a correlation is positive or negative. A positive correlation means that as one variable, X, increases so does another variable, Y. A negative correlation means that as one variable, X, decreases so does another variable, Y. An inverse correlation means that as one variable, X, increases the other variable, Y, decreases and vice versa. For example, if variables X and Y have a correlation of 0.7 this means they have a strong, positive relationship. Correlation does not imply a causal relationship between variables.
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Dependent Variable
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A variable whose outcome is influenced or changed by some other variable, usually the independent variable or the treatment. It is the “effect” or outcome variable in a cause and effect relationship.
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Descriptive Evidence
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Evidence used to characterize individuals, groups, events, processes, trends, or relationships using quantitative statistical methods, correlational methods, or qualitative research methods. This differs from causal evidence.
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Diffusion (Evidence Rating Element)
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Occurs when the effects or benefits of a program extend beyond the places, individuals, problems, or behaviors directly or indirectly targeted. This element is reviewed along with anticipatory benefits and displacement on the CrimeSolutions.gov Scoring Instrument. These elements are often considered in evaluations of community-level crime prevention efforts. See Program Review and Rating from Start to Finish for more information.
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Dimension
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One of four broad categories of information included in the CrimeSolutions.gov Scoring Instrument used to review and rate program evidence. The dimensions include: Program’s Conceptual Framework; Study Design Quality; Study Outcomes; and Program Fidelity, which consists of multiple Evidence Rating Elements. See Program Review and Rating from Start to Finish for more information.
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Displacement (Evidence Rating Element)
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Occurs when an intervention has the effect of moving the problem in question (such as crime) rather than producing an actual reduction in incidence. This element is reviewed along with diffusion and anticipatory benefits on the CrimeSolutions.gov Scoring Instrument. These elements are typically considered in evaluations of community-level crime prevention efforts. See Program Review and Rating from Start to Finish for more information.
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Effective
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An Evidence Rating on CrimeSolutions.gov that indicates a program with strong evidence that it achieves its intended outcomes when implemented with fidelity. Read more About CrimeSolutions.gov or about Program Review and Rating from Start to Finish. "Effective" programs are represented throughout the site with the "Effective" icon: .
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Effectiveness
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The strength of the evidence demonstrating that a program achieves its intended outcomes.
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Evidence
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Information about a question that is generated through systematic data collection, research, or program evaluation using accepted scientific methods that are documented and replicable. Evidence may be classified as either descriptive or causal.
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Evidence base (studies reviewed)
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Up to three studies reviewed and scored by CrimeSolutions.gov Study Reviewers the results of which are aggregated to determine a program’s Evidence Rating. Read more About CrimeSolutions.gov or about Program Review and Rating from Start to Finish.
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Evidence Rating
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Refers to one of three designations on CrimeSolutions.gov indicating the extent of the evidence that a program works. The three designations are: "Effective" ( ), "Promising" ( ), and "No Effects" ( ). A single study icon is used to identify programs that have been evaluated with only one study. A multiple studies icon ( ) is used to represent a greater extent of evidence supporting the evidence rating. The icon depicts programs that have more than one study in the evidence base demonstrating effects in a consistent direction. Read more About CrimeSolutions.gov or about Program Review and Rating from Start to Finish.
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Evidence Rating Element
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Subcategories within the four broad dimensions included in the CrimeSolutions.gov Scoring Instrument used to review and rate a program’s evidence. See Program Review and Rating from Start to Finish for more information.
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Evidence-based Programs
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The Office of Justice Programs (OJP) considers programs and practices to be evidence-based when their effectiveness has been demonstrated by causal evidence, generally obtained through high quality outcome evaluations.
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Experimental Design
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A research design in which participants are randomly assigned to an intervention/treatment group or a control group. Many social scientists believe studies using random assignment lead to the highest confidence that observed effects are the result of the program and not another variable. See also Randomized Controlled Trial (RCT).
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Fidelity (Evidence Rating Element)
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The degree to which a program’s core services, components, and procedures are implemented as originally designed. Programs replicated with a high degree of fidelity are more likely to achieve consistent results. See Program Review and Rating from Start to Finish for more information.
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History (Evidence Rating Element)
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An event that takes place between the pretest (data collected prior to the treatment beginning) and the posttest (data collected after the treatment ends) that has nothing to do with the treatment but may impact observed outcomes. History is a potential threat to Internal Validity. See Program Review and Rating from Start to Finish for more information.
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Independent Variable
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A variable that changes or influences another variable, usually the dependent variable. This is often the treatment in experimental designs and precedes the outcome variable in time. It is the “cause” in a cause and effect relationship.
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Instrumentation (Evidence Rating Element)
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The measures used in a study. The instrumentation quality is dependent on the measures’ reliability and validity. Reliability refers to the degree to which a measure is consistent or gives very similar results each time it is used, and validity refers to the degree to which a measure is able to scientifically answer the question it is intended to answer. Instrumentation is a component considered within Internal Validity. See Program Review and Rating from Start to Finish for more information.
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Insufficient Evidence
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Programs with insufficient evidence are those that have been reviewed by CrimeSolutions.gov Study Reviewers, but were not assigned an evidence rating due to limitations of the studies included in the programs' evidence base. Programs are placed on this insufficient evidence list if the study (or studies) reviewed (1) had significant limitations in the study design or (2) lacked sufficient information about program fidelity so that it was not possible to determine if the program was delivered as designed.
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Intended Outcomes
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The results that a program deliberately sets out to achieve by its design (i.e., the program’s goals). For example, a reentry program’s intended outcomes might be to reduce recidivism among program participants.
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Intent-to-Treat Analysis
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An analysis based on the initial treatment intent, not on the treatment eventually administered. For example, if the treatment group has a higher attrition rate than the control or comparison group, and outcomes are compared only for those who completed the treatment, the study results may be biased. An intent-to-treat design ensures that all study participants are followed until the conclusion of the study, irrespective of whether the participant is still receiving or complying with the treatment.
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Internal Validity (Evidence Rating Element)
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The degree to which observed changes can be attributed to the program. The validity of a study depends on both the research design and the measurement of the program activities and outcomes. Threats to internal validity may affect the extent to which observed effects may be attributed to a program or intervention, on CrimeSolutions.gov’s Scoring Instrument, which includes: Attrition, Maturation, Instrumentation, Regression toward the Mean, Selection Bias, Contamination, and History, as well as other factors. See Program Review and Rating from Start to Finish for more information.
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Lead Researcher
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Subject matter and research methodology experts who serve a leadership role in selecting the studies that comprise a program’s evidence base and coordinating the review process for a given topic area on CrimeSolutions.gov. They also ensure that any scoring discrepancies between Study Reviewers are resolved and consensus is achieved prior to a program being assigned a final Evidence Rating. Read more about CrimeSolutions.gov Researchers and Reviewers.
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Maturation (Evidence Rating Element)
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When observed outcomes are a result of natural changes of the program participants over time rather than because of program impact. Maturation is a threat considered within Internal Validity. See Program Review and Rating from Start to Finish for more information.
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Meta-analysis
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The systematic quantitative analysis of multiple studies that address a set of related research hypotheses in order to draw general conclusions, develop support for hypotheses, and/or produce an estimate of overall program effects.
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Multilevel Models/Hierarchical Models
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A statistical method that allows researchers to estimate separately the variance between subjects within the same setting, and the variance between settings. For example, when evaluating a school-based program it is important to know the variation of students within the same school as well as the variation of students between different schools. This ensures that when programs are evaluated, the effects are not attributed to the program when there could be underlying differences between schools or between the students in those schools.
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Multivariate Analysis
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Research strategy and analytic technique that involves the investigation of more than two variables at the same time or within the same statistical analysis. For example, in a multiple regression analysis, the effects of two or more independent variables are assessed in terms of their impact on the dependent variable.
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No Effects
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An Evidence Rating on CrimeSolutions.gov that indicates a program with strong evidence that it does not achieve its intended outcomes when implemented with fidelity. Read more About CrimeSolutions.gov or Program Review and Rating from Start to Finish. "No Effects" programs are represented throughout the site with the "No Effects" icon: .
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Non-experimental
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Refers to a research design in which participants are not assigned to treatment and control/comparison groups (randomly or otherwise). Such designs do not allow researchers to establish causal relationships between a program or treatment and its intended outcomes. Non-experimental designs are sometimes used when ethics or circumstances limit the ability to use a different design or because the intent of the research is not to establish a causal relationship. Examples of non-experimental designs include case studies, ethnographic research, or historical analysis.
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Office of Justice Programs (OJP)
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An agency of U.S. Department of Justice, the Office of Justice Programs works in partnership with the justice community to identify the most pressing crime-related challenges confronting the justice system and to provide information, training, coordination, and funding of innovative strategies and approaches to address these challenges. The following bureaus and offices are part of the Office of Justice Programs: the Bureau of Justice Assistance (BJA), the Bureau of Justice Statistics (BJS), the National Institute of Justice (NIJ), the Office of Juvenile Justice and Delinquency Prevention (OJJDP), the Office for Victims of Crime (OVC), and the Office of Sex Offender Sentencing, Monitoring, Apprehending, Registering, and Tracking (SMART). Read more About the Office of Justice Programs.
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Outcomes (Primary and Secondary)
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The intended results of a program’s activities or operation and a dimension in the CrimeSolutions.gov Scoring Instrument. Primary outcomes refer to the primary or central intended effects of a program. Within the scope of CrimeSolutions.gov, those primary outcomes must also relate to criminal justice, juvenile justice, or victim services. Secondary outcomes are the ancillary effects of a program. Outcomes are considered and rated separately within this dimension because programs may target multiple outcomes. Examples of outcomes include: reducing drug use, increasing system response to crime victims, and reducing fear of crime.
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Program
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A planned, coordinated group of activities and processes designed to achieve a specific purpose. A program should have specified procedures (e.g., a defined curriculum, an explicit number of treatment or service hours, and an optimal length of treatment) to ensure the program is implemented with fidelity to its model. It may have, but does not necessarily need, a “brand” name and may be implemented at single or multiple locations.
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Promising
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An Evidence Rating on CrimeSolutions.gov that indicates a program has some evidence that it achieves its intended outcomes. More extensive research is recommended. See more About CrimeSolutions.gov or Program Review and Rating from Start to Finish. "Promising" programs are represented throughout the site with the "Promising" icon: .
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Quasi-experimental Design
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A research design that resembles an experimental design, but in which participants are not randomly assigned to treatment and control groups. Quasi-experimental designs are generally viewed as weaker than experimental designs because threats to validity cannot be as thoroughly minimized. This reduces the level of confidence that observed effects may be attributed to the program and not other variables.
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Randomized Controlled Trial (RCT) / Randomized Field Experiment
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Refers to an experimental research design in which participants are randomly assigned to a treatment or a control group. Most social scientists consider random assignment to lead to the highest level of confidence that observed effects are the result of the program and not other variables.
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Regression toward the Mean (Evidence Rating Element)
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The statistical tendency for extreme scores relative to the mean to move closer to the average score in subsequent measurements. Regression toward the mean is a threat to the study’s Internal Vaildity. See Program Review and Rating from Start to Finish for more information.
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Research Design (Evidence Rating Element)
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The plan for how a study’s information is gathered that includes identifying the data collection method(s), the instrumentation used, the administration of those instruments, and the methods to organize and analyze the data. The quality of the research design impacts whether a causal relationship between program treatment and outcome may be established. Research designs may be divided into three categories: experimental, quasi-experimental, and non-experimental. See the Program Review and Rating from Start to Finish for more information.
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Reviewer Confidence
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As a final step on the Scoring Instrument, Study Reviewers provide an assessment as to their overall confidence in the study design. If both Study Reviewers agree, and the Lead Researcher concurs, that there is a fundamental flaw in the study design (not captured in the Design Quality dimension) that raises serious concerns about the study’s results, the study is removed from the evidence base and not factored into the Evidence Rating. This final determination serves as an additional safeguard to ensure that only the most rigorous studies comprise the evidence base. The study citation will be listed among the program’s additional references. See Program Review and Rating from Start to Finish for more information.
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Sample Size (Evidence Rating Element)
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A sample is the subset of the entire population that is included in a research study. Typically, all else being equal, a larger sample size leads to increased precision in estimates of various properties of the population. The sample size affects the statistical power of a study and the extent to which a study is capable of detecting meaningful program effects. It is included as an element with Statistical Power in the CrimeSolutions.gov Scoring Instrument. See Program Review and Rating from Start to Finish for more information.
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Scoring Instrument
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A compilation of the dimensions and elements of a research study that are reviewed and assigned a numerical score by the CrimeSolutions.gov Study Reviewers in order to assess the evidence of a program’s effectiveness. The instrument provides a standard method to assess the quality of each program’s evidence base, while also reflecting Study Reviewers’ judgment and expertise. See Program Review and Rating from Start to Finish or Scoring Instrument for more information.
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Selection Bias (Evidence Rating Element)
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Occurs when study participants are assigned to groups such that pre-existing differences (unrelated to the program, treatment, or activities) impact differences in observed outcomes. Selection bias threatens the study’s Internal Validity. Even if the subjects are randomly assigned, this threat is of particular concern with studies that have small samples. See Program Review and Rating from Start to Finish for more information.
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Statistical Adjustment (Evidence Rating Element)
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The use of statistical controls to account for the initial measured differences between groups. It is not applicable for all research designs. See Program Review and Rating from Start to Finish for more information.
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Statistical Power (Evidence Rating Element)
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The ability of a statistical test to detect meaningful program effects. It is a function of several factors, including: 1) the size of the sample; 2) the magnitude of the expected effect; and 3) the type of statistical test used. Statistical power is an element within Sample Size on the CrimeSolutions.gov Scoring Instrument. See Program Review and Rating from Start to Finish for more information.
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Study Reviewer
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Subject matter and research methodology experts who review and assess the individual evaluation studies that comprise a program’s evidence base used to rate the programs on CrimeSolutions.gov. All Reviewers must complete training and receive certification prior to becoming a Study Reviewer. Read more about CrimeSoultions.gov Researchers and Reviewers.
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Systematic Review
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A process by which the research evidence from multiple studies on a particular topic is reviewed and assessed using systematic methods to reduce bias in selection and inclusion of studies. A systematic review is generally viewed as more thorough than a non-systematic literature review, but does not necessarily involve the quantitative statistical techniques of a meta-analysis.
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Time Series Analysis
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An analytic technique that uses a sequence of data points, measured typically at successive, uniform time intervals, to identify trends and other characteristics of the data. For example, a time series analysis may be used to study a city’s crime rate over time and predict future crime trends.
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Treatment Group
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The subjects or program participants of the set of services, treatment, or activities being studied or tested.
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Variance
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A statistical measure of how far a set of data points are dispersed from the mean or average for a population or a sample. It is the average deviation of outcomes from the mean of outcomes for a group. It is used as a step in determining the effect of an intervention or treatment on a population.
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