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Applying Science Towards Understanding Behavior in Organizations. Chapters 2 & 3. Approaches to collecting data Experimental Observational/correlational Data collection issues Sampling How should we select participants? What impact does it have on the results? Experimental design
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Applying Science Towards Understanding Behavior in Organizations Chapters 2 & 3
Approaches to collecting data Experimental Observational/correlational Data collection issues Sampling How should we select participants? What impact does it have on the results? Experimental design Controlling potential confounds Assigning participants to experimental conditions Measurement issues Describing and interpreting the results Research Issues in Organizations
Experiments - Do changes in one variable (X) “cause” changes in another variable (Y)? Independent Variable (X) condition or event that is manipulated by experimenter Dependent Variable (Y) variable that is affected (hopefully) by manipulating independent variable Extraneous Variable(s) any variable other than independent variable that may influence dependent variable Experiments: A Review
Advantage: Allows conclusions about direct effects of one variable on another Disadvantages: Experimental conditions are artificial results may not “generalize” to the real world Some questions can’t be tested in an experiment Require control that is not always available in the “real” world Experiments: Pros and Cons
Experimental Design • Controlling potential confounds • Goal of experiment is to “rule out” alternate explanations of what affected dependent variable • Confounds are threats to internal validity • Can be controlled through appropriate experimental design and procedures
Internal Validity History Maturation Testing Instrumentation Statistical Regression Selection Mortality Selection-Maturation Diffusion of Treatment External Validity Sample Setting (e.g., culture) Time (e.g., 60s vs. 90s) Replication (lack of) Validity Do the results of this experiment generalize (apply) to settings other than the experiment Is there another reason (other than the independent variable) that could explain the results of the experiment.
Sampling • How participants are selected for a study influences the extent to which the results can be applied to a larger group (external validity). • A wide variety of techniques are available • Two Main types of sampling • Probability • predetermined chance of any individual in the population being selected for the study • Nonprobability • Typically nonrandom sampling
Probability Sampling Simple random sampling Systematic sampling Stratified random sampling Cluster sampling Multistage sampling Nonprobability Sampling Convenience sampling Quota sampling Snowball sampling Sampling Techniques
Post with no Control Group Training Posttest
Pre – Post with no Control Group Pretest Training Posttest
Control Group with no Pretest Experimental Group Training Posttest Group Differences Control Group Placebo Posttest
Pre – Post with Control Group Pretest Experimental Training Posttest Group Differences Group Differences Pretest Control Posttest
Measurement • Measurement – the process of assigning numbers to objects or events according to rules (Linn & Gronlund, 1995). • Psychological Measurement – concerned with evaluating individual differences in psychological traits. • Trait – descriptive label applied to a group of behaviors (e.g., friendly; intelligent)
Utilizing Individual Differences • Psychologists assume that most traits are normally distributed in the population. • e.g., height, intelligence, KSAs • Psychologists study: • measuring these differences • using these differences to predict performance • I/O Psychologists typically primarily rely on these as predictors of job performance: • Cognitive abilities • Personality
Types of Assessment • Biographical Information • Interviews • Work Samples • Letters of Recommendation • Psychological Tests
Biographical Data • Good questions are about events that are: • historical • external • discrete • controllable (by the individual) • verifiable • equal access • job relevant • non-invasive (Mael, 1991) • Rationale vs. empirical method
Biographical Data • Strong criterion validity • drug use, criminal history predicts dysfunctional police behavior (Sarchione et al., 1998) • not redundant with personality (McManus & Kelly, 1999) • Measurement issues • Generalizability • Faking • Fairness • Privacy concerns
Interviews • Structured vs. Unstructured • Info. gathering vs. interpersonal behavior sample • Situational interview • “How would you handle a circumstance in which you needed the help of a person you did not like?” • Measurement issues • structured has more criterion related validity • value of unstructured? • Illusion of validity • Guidelines for structured interviews
Work Samples • perform a task under standardized conditions • historically were for blue collar jobs • e.g. use of tools, demonstrate driving skills • white collar examples • speech interview for foreign worker, test of basic chemistry knowledge, • Measurement issues • high criterion validity if skills are similar to job • costly to administer • work best with mechanical, rather than people-oriented tasks
Assessment Centers • Realistic tasks done in groups • Assessed by multiple of raters rating multiple domains • Multiple methods • in basket group exercise • leaderless group exercise • Strong criterion validity (e.g., teachers, police) • overall scores predict job performance • Measurement issues • costly to administer • different ratings on a task too highly correlated • dimension ratings not correlated strongly across tasks • fix? focus on behavior checklists and rater training
Drug Testing • opinion? • People are more accepting of it if job involves risks to others (Paronto, et al., 2002) • Measurement issues • reliability is very high, but not perfect • Validity? • Normands, Salyards, & Mahoney (1990) • over 5000 postal service applicants • those who tested positive had 59% higher absenteeism, 47% more likely to be fired • no differences in injury or accidents
Letters of Recommendation • ever written a letter of recommendation for someone? • worst criterion validity of all commonly used assessment tools • some use for screening extremely bad candidates • Measurement issues • restriction of range • writer bias/investment
Psychological Test Characteristics • Group vs. individual • Objective vs. open-ended • Paper & pencil vs. performance • Power vs. speed
Psychological Test Types • Ability Tests • Cognitive ability • Psychomotor ability • Knowledge and skill or achievement • Integrity • Personality • Emotional Intelligence • Vocational interest
Integrity Tests • Designed to predict whether employee will engage in counterproductive work behavior (CWB) • overt vs. personality (covert) • Better at predicting general CWB and performance than theft (r = .30 -.40) • Measurement issues • difficult to measure criteria! • proprietary issues • legal and privacy issues • faking
Personality Tests • measures predispositions toward particular feelings and behaviors • not all tests are based on past research • many have shown incremental validity • e.g., predict when controlling for IQ • Measurement issues • job relevance • not easily/often faked or a problem if faked (e.g., job faking too)
The Big Five Inventory • Openness • Highs: imaginative, creative, and to seek out cultural and educational experiences. • Lows: more down-to-earth, less interest in art & more practical. • Conscientiousness • Highs: methodical, well organized and dutiful. • Lows: less careful, less focused & more likely to be distracted • Extraversion • Highs: energetic and seek out the company of others. • Lows (introverts): tend to be more quiet and reserved. • Agreeableness • Highs: tend to be trusting, friendly and cooperative. • Lows: tend to be more aggressive and less cooperative • Neuroticism • Highs: prone to insecurity and emotional distress. • Lows: more relaxed, less emotional and less prone to distress.
Cognitive Tests • Have greatest validity • Often very easy and inexpensive to use • Wonderlic Personnel Test • 50 items • 12 minute time limit • Sample questions • Interpreting scores? • Scores vary as a function of race and ethnicity • Ethical issues? • Face validity?
Psychological Test Characteristics • Group vs. individual • Objective vs. open-ended • Paper & pencil vs. performance • Power vs. speed
Reliability and Validity • Reliability • Test-retest • Parallel (Alternate) forms • Internal Consistency • Validity • Face • Content • Criterion-related • Construct-related