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Vocabulary flashcards covering core social work clinical concepts, defense mechanisms, and research and evaluation terminology from the ASWB LMSW study guide.
Co-optation
When a person or organization brings members of a group or movement into an existing system to reduce opposition or influence their actions.
Secondary traumatic stress (secondary trauma)
Trauma-related stress symptoms that can arise from indirect exposure to other people's traumatic experiences.
Transference
When a client redirects feelings, expectations, or relationship patterns from important people in their past onto the social worker.
Compassion fatigue
Emotional and physical exhaustion, sometimes with reduced empathy, associated with ongoing care for people experiencing distress or trauma.
Countertransference
When a social worker's personal history, feelings, or unresolved issues influence their emotional responses to a client.
Humanistic theory
An approach emphasizing personal growth, free will, self-determination, strengths, and people's capacity for positive change.
Psychoanalytic theory
A theory associated with Freud that emphasizes unconscious processes, internal conflict, and the influence of early experiences on current behavior.
Defense mechanisms
Often-unconscious psychological strategies that help a person manage anxiety, conflict, or distress.
Client service plan / treatment plan
A collaborative written plan outlining assessed needs, client-centered goals, interventions, services, responsibilities, and ways to review progress.
Person-in-Environment (PIE)
A social work perspective that considers how a person and their social, cultural, economic, physical, and institutional environments affect one another.
Bilateral stimulation
Alternating stimulation on the left and right sides, such as eye movements, taps, or sounds; used in EMDR as part of trauma-focused treatment.
Devaluation
A defense pattern involving exaggerated focus on another person's negative qualities or viewing them as entirely bad, sometimes alternating with idealization.
Denial
Refusing to acknowledge or accept a distressing reality or fact.
Displacement
Redirecting an emotion from its original source toward a safer or less threatening person or object.
Cost-benefit analysis / benefit-cost ratio
A method comparing a program's costs with its benefits, with both expressed in monetary terms. A benefit-cost ratio compares total monetary benefits to total monetary costs.
Outcome assessment / outcome evaluation
Measuring whether an intervention or program achieved its intended results.
Cost-effectiveness analysis
Comparing the costs of interventions with a shared outcome measured in natural units rather than dollars.
Research question
A focused, answerable question that defines what a study aims to investigate.
Hypothesis
A testable prediction about a relationship or difference between variables.
Independent variable (IV)
The variable or condition expected to influence an outcome; in an experiment, it is the factor manipulated or assigned.
Dependent variable (DV)
The outcome measured to see whether it changes in relation to the independent variable.
Operational definition
A precise description of how a concept or variable will be measured or identified in a study.
Reliability
The consistency of a measurement or assessment across time, items, or raters when the underlying condition has not changed.
Validity
The extent to which a measure or study accurately measures or supports what it claims to measure or conclude.
Sampling
The process of selecting people or cases from a population for a study.
Random sampling
Selecting participants by chance from a defined population, giving members a known chance of selection under the sampling plan.
Random assignment
Assigning study participants to groups by chance.
Control/comparison group
A group used as a reference to help evaluate outcomes in the intervention group.
Experimental design
A design in which the researcher manipulates an intervention or condition and assesses its effects, often using random assignment.
Quasi-experimental design
An intervention study that lacks random assignment or another key feature of a true experiment.
Correlation
A statistical relationship between two variables; it does not by itself establish that one causes the other.
Confounding variable
A third factor associated with both the exposure/intervention and outcome that can distort the apparent relationship.
Qualitative research
Research exploring meaning, experiences, perspectives, and processes, often using interviews, focus groups, or observations.
Quantitative research
Research using numerical data and statistical analysis to describe patterns, test hypotheses, or estimate effects.
Mixed-methods research
A study that combines qualitative and quantitative methods to understand a question more fully.
Evidence-based practice (EBP)
Integrating the best available research evidence with professional expertise and the client's values, culture, preferences, and circumstances.
Literature review
A structured synthesis of existing research on a topic.
Informed consent
A voluntary agreement to participate after receiving understandable information about purpose, procedures, risks, benefits, confidentiality, and the right to decline or withdraw, as applicable.
Confidentiality and research privacy
Protecting identifiable information and limiting access or disclosure according to consent, law, ethics, and approved procedures.
Institutional Review Board (IRB)
A committee that reviews covered human-subjects research to protect participants' rights and welfare.
Inclusion/exclusion criteria
Predefined rules identifying who can or cannot participate in a study.
Attrition / dropout
Loss of participants during a study, which can bias results if those who leave differ from those who remain.
Pretest-posttest design
Measuring an outcome before and after an intervention to assess change.
Program evaluation
Systematically collecting and analyzing information about a program's design, implementation, reach, quality, or results to guide decisions.
Process evaluation
Assessing how a program is implemented and whether its activities are delivered as intended.
Formative evaluation
Evaluation conducted during development or early implementation to improve a program.
Summative evaluation
Evaluation used to judge a program's overall merit, effectiveness, or results after implementation or at a defined endpoint.
Needs assessment
A systematic process for identifying gaps between a community's current conditions and its desired conditions or services.
Baseline data
Information collected before an intervention or at the starting point for comparison.
Statistical significance
A statistical result indicating that observed data would be relatively unlikely under a specified null hypothesis, using a chosen significance threshold.
Practical/clinical significance
The real-world importance or meaningfulness of a finding, beyond whether it is statistically significant.
Generalizability
The extent to which findings can reasonably apply to other people, settings, or contexts beyond the study sample.
Ethics in research
Principles and safeguards intended to protect participants, including respect, minimizing harm, fairness, privacy, and voluntary participation.
Logic model
A visual or written map linking program resources and activities to outputs and intended outcomes.
Output
A direct count or product of program activities, rather than a change in client condition.
Impact evaluation
An evaluation designed to estimate a program's broader or longer-term effects, ideally distinguishing program effects from what would have happened otherwise.
Fidelity
The degree to which an intervention is delivered according to its intended model or protocol.
Formative evaluation
Examine the process of delivering services
Ongoing process that allows for feedback to be implemented during service delivery
Allows for social workers to make changes as needed to help achieve program goals
Summative evaluation
Examines outcomes to determine if the goals were met
Occurs at the end of services and provide an overall Description of their effectiveness
Quasi Sequential Design
no random assignment; has control /intervention group
Single Subject Design
One client observed over time
Ex tracking anxiety before and after treatment for one pt
Cross-Sectional Design
Data collected at one time from multiple subjects
Ex: survey on job burnout across agencies
Longitudinal Design
Tracks same subjects over time
Ex following foster youth adulthood
Cross-Sequential Design
Hybrid of cross-sectional and longitudinal
Ex comparing age cohorts over multiple years
Experimental Design
Random assignment with control group
ex clients randomly assigned to EMDR or no therapy
Internal Validity
Is the change in DV due to the IV?
External Vaildity
Can the findings be generalized?
Construct Vaildity
Does the tool measure the concept it claims to?
Ex: a burnout survey truly measures burnout, not general stress
Content Validity
Are all parts of the concept covered?
ex: a trauma measure includes physical, emotional, and psychological trauma.
Criterion Validity
Does it correlate with other proven measures?
ex a new depression test matches results of PHQ-9