Applying Science Towards Understanding Behavior in Organizations
description
Transcript of Applying Science Towards Understanding Behavior in Organizations
Applying Science Towards Understanding Behavior in Organizations
Chapters 2 & 3
Research Issues in Organizations
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
Experiments: A Review
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: Pros and Cons
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
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 ValidityHistoryMaturationTestingInstrumentationStatistical RegressionSelectionMortalitySelection-MaturationDiffusion of Treatment
External ValiditySampleSetting (e.g., culture)Time (e.g., 60s vs. 90s)Replication (lack of)
Do the results of this experiment generalize (apply) to settings other than the experimentIs there another reason (other than the independent variable) that could explain the results of the experiment.
Validity
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
Sampling
Sampling Techniques
Probability Sampling1. Simple random sampling2. Systematic sampling3. Stratified random sampling4. Cluster sampling5. Multistage sampling
Nonprobability Sampling1. Convenience sampling2. Quota sampling3. Snowball sampling
Post with no Control Group
Training Posttest
Pre – Post with no Control Group
Pretest Training Posttest
Control Group with no PretestExperimental
Group Training Posttest
Control Group Placebo Posttest
GroupDifferences
Pre – Post with Control Group
Pretest ExperimentalTraining Posttest
Pretest Control Posttest
GroupDifferences
GroupDifferences
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