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Why Should We Care About Research?
Foundation of ________
Informs ________
Our field is based on ________, compared to those with MBAs
Relevant to everyday life (we don’t fall for fads)
Foundation of knowledge
Informs knowledge
Our field is based on evidence/science, compared to those with MBAs
Relevant to everyday life (we don’t fall for fads)
Why Should We Care About Research?
We are research ________ (creates information) and research ________ (understands research - practioners)
We are research producers (creates information) and research consumers (understands research - practioners)
What Is The Purpose Of Research?
_______ between variables (positive, negative, and none)
Relationships between variables (positive, negative, and no relationship)
What Is The Purpose Of Research?
Effects: see the _______ of an intervention and causality
effectiveness
What Is The Purpose Of Research?
_________: determine if research findings can be applied to numerous settings
Generalizability
List the Research Claims:
Frequency claims
Causal claims
Association claims
Research Claims:
Frequency claims:
Frequency claims: how often things occur (Mode, mean, range, standard deviation)
rate at which events occur
Research Claims:
Causal claims:
Causal claims: what causes/makes an impact on what (Correlation, ANOVA, t-test, chi-square, regression)
Research Claims:
Association claims:
Association claims: relationship between variables (ANOVA, correlation, t-test, chi-square, regression)
Finding & Evaluating Information
Research vs. Experience
_________ feels convincing, but _________ is usually more reliable because it systematically collects evidence.
Personal experience
research → Leads to more confidence
Finding & Evaluating Information
_______: the way our minds trick us into making incorrect decisions
Cognitive biases
Finding & Evaluating Information
Cognitive biases: the way our minds trick us into making incorrect decisions
List them-
Good story
The present/present bias
Pop up principle/Availability heuristic
Cherry picking
Biased questions
Being overconfident
Finding & Evaluating Information
Cognitive biases: the way our minds trick us into making incorrect decisions
Good story:
experiences make something appear correct even if it is not true
Makes sense that releasing aggression would help
Finding & Evaluating Information
Cognitive biases: the way our minds trick us into making incorrect decisions
The present/present bias:
when you don’t remember times when something happens when it doesn’t fit your preconceived notions
Don’t remember the times you didn’t punch a punching bag
Finding & Evaluating Information
Cognitive biases: the way our minds trick us into making incorrect decisions
Pop up principle/Availability heuristic:
remembering things if they can easily come to mind
what easily comes to mind
Finding & Evaluating Information
Cognitive biases: the way our minds trick us into making incorrect decisions
Cherry picking:
only pay attention to information to information that you already believe
seeing what we want to see
Finding & Evaluating Information
Cognitive biases: the way our minds trick us into making incorrect decisions
Biased questions:
questions affect context of the answer
Finding & Evaluating Information
Cognitive biases: the way our minds trick us into making incorrect decisions
Being overconfident:
does not mean accuracy
Theory-data cycle:
Scientists collect data to test, change, or update their theories
Theory-data cycle: Scientists collect data to test, change, or update their theories
_______: theory-data cycle of collecting data of using it to develop, support, or challenge a theory
Empiricism
Theory-data cycle: Scientists collect data to test, change, or update their theories
Theory:
statement(s) that describe general principles about how variables relate to each other
Theory: statement(s) that describe general principles about how variables relate to each other
What makes a good theory?
Falsifiable
Supported by data
Parsimonious (all things are equal)
Theory-data cycle: Scientists collect data to test, change, or update their theories
__________: research study to test the theory
Experiment
Theory-data cycle: Scientists collect data to test, change, or update their theories
Hypothesis:
prediction about what you’ll find in the experiment
Basic-Applied Research Cycle
Basic-research:
the goal is to enhance knowledge
Basic-Applied Research Cycle
Applied research:
The goal is to determine how to solve a problem
Peer-review cycle:
Submission -> review -> feedback -> revisions -> review
Journal to journalism cycle:
popular press; possible accuracy issues
Observational Research:
watching & systematically recording what they are doing
Observational Research: watching & systematically recording what they are doing
2 types:
Direct
Indirect
Observational Research: watching & systematically recording what they are doing
2 types: Direct-
observing behavior as it occurs
Can be with or without intervention
Observational Research: watching & systematically recording what they are doing
2 types: Indirect-
observing the artifacts of behavior
Observational Research: watching & systematically recording what they are doing
2 types: Indirect- observing the artifacts of behavior
methods→
Physical traces: remnants, fragments, and products of past behavior
Archival records
Observational Research: watching & systematically recording what they are doing
People: Observing a sample of ______ that represent a population of interest
people
who we want to observe
Observational Research: watching & systematically recording what they are doing
Behaviors: Observing a representative sample of the population of _______
behavior
what behavior you want to make sure you see
Observational Research: watching & systematically recording what they are doing
Time: Observing behavior in a random or systematic sampling of ________
time intervals
what times you want to sample
Observational Research: watching & systematically recording what they are doing
Situation: observing behavior in a variety of ______
situations
Different types of environments/activities (i.e. online vs. in-person)
Observational Research: watching & systematically recording what they are doing
Observation without intervention: Relationships between variables are observed as they _____ occur
Helps establish _____ validity
naturally
Helps establish external validity
Observational Research: watching & systematically recording what they are doing
Observation with intervention: Observer intentionally _______ or introduces variables into setting to measure responses
manipulates
Observational Research: watching & systematically recording what they are doing
Recording Behavior:
_______ Records: includes all records→ Faithful reproduction of behavior as it originally occurred (written transcripts, audio & video recordings)
Comprehensive
Observational Research: watching & systematically recording what they are doing
Recording Behavior:
________ Records: only a portion is included
Selected
Observational Research: watching & systematically recording what they are doing
Recording Behavior:
___________: when non-random records are systematically more likely to be created
Selective deposit
Observational Research: watching & systematically recording what they are doing
Recording Behavior:
________: Some records are more likely to be kept while others are deleted.
Selective survival
Observational Research: watching & systematically recording what they are doing
Recording Behavior:
How to helps reduce bias while picking records?
Randomization
Things To Consider:
Ethics
Feasibility
Ethics
List the 2 important ethics concepts:
The Belmont Report
5 General ethical principles:
Ethics
The Belmont Report
Respect for persons
Beneficence
Justice
Ethics
The Belmont Report
Respect for persons:
Respect for persons: Informed consent; protection for vulnerable populations
Ethics
The Belmont Report
Beneficence:
Beneficence: cost-benefit analysis for participants and society (low risk, high benefit is best)
Ethics
The Belmont Report
Justice:
Justice: How are participants selected
Ethics
5 General ethical principles:
Beneficence & nonmaleficence
Fidelity & responsibility
Integrity
Justice
Respect for people’s rights and dignity
Ethics
Tuskegee Syphilis Study: ethic violations include ->
Harmed, not treated respectfully, targeted a disadvantaged group
Ethics
Milgram’s obedience study: _______ to participants, lasting effects of study
Stressful
Mediator: _______ the effect of the IV to the DV
Transmits
THROUGH
X → M → Y
Moderator: _______ the relationship between the IV and the DV
Changes
DEPENDS
X → M → Y
Survey Research
Survey and poll are ________
interchangeable
Survey Research
Survey research is a ______ method of collecting data to gather ______ reported information.
systematic ( same questions for everyone)
self-
Survey Research
Used to measure people’s →
attitudes, opinions, characteristics, behaviors
Survey Research
Do not use it when you need _____ information (people can be ______ & memories can be inaccurate)
accurate
(people can be biased & memories can be inaccurate)
Survey Research → Question Types
List them:
Closed-ended format/questions
Open-ended format/questions
Survey Research → Question Types
Closed-ended format/questions-
respondent picks from options
respondent is given a set of response options to choose from.
Survey Research → Question Types
Closed-ended format/questions- respondent picks from options
_____-style format (can be any range of response numbers and anchors i.e. not often-often)
Likert
Survey Research → Question Types
Closed-ended format/questions- respondent picks from options
_______- Participants rate between opposite traits. (i.e. neuroticism-emotional stability)
Semantic Differential
Survey Research → Question Types
Open-ended format/questions- you can obtain _____ information, but it’s ____ (time, bias) to analyze
richer/ more
harder
Survey Research → Survey Validity
List the ways-
Optimizing
Satisficing
Conversational conventions
Context matters
Primacy effect
Recency effect
Adjacent questions
Social desirability
Acquiescence
Leading questions
Double-barreled questions
Double negatives
Yeah-saying
Nay-saying
Fence-sitting
Faking good or bad
Survey Research → Survey Validity
Optimizing:
interpret question and deduce it’s intent; searching memory for relevant information and integrate info into single judgement
Participant carefully thinks through answers.
Survey Research → Survey Validity
Satisficing:
Participant gives easier, less thoughtful answers.
Survey Research → Survey Validity
Conversational conventions:
People interpret survey questions based on normal conversation rules.
Survey Research → Survey Validity
Context matters:
can provide info into what researcher is interested in
Survey Research → Survey Validity
Primacy Effects:
First information has stronger influence.
Order effects: changes in a participant’s performance caused by the order in which conditions or tasks are presented.
Survey Research → Survey Validity
Recency effects:
Most recent information is remembered best.
Order effects: changes in a participant’s performance caused by the order in which conditions or tasks are presented.
Survey Research → Survey Validity
Adjacent questions:
Earlier questions shape interpretation of later ones.
Survey Research → Survey Validity
Social desirability:
People answer in ways that make them look good.
Survey Research → Survey Validity
Acquiescence:
Tendency to agree with statements regardless of content.
Survey Research → Survey Validity
Leading questions:
may prime or bias the respondent
Survey Research → Survey Validity
Double-barreled questions:
asking two questions in one
Ex: “Do you enjoy your professor and textbook?”
~Question order can prime and provide meaning.
Split into 2 questions
Survey Research → Survey Validity
Double negatives:
using two or more negative words in a sentence
Confusing
Survey Research → Survey Validity
Yeah-saying (Leniency):
Agreeing with everything.
Response set: when people respond to questions consistently in a certain way
Survey Research → Survey Validity
Nay-saying (Severity):
Disagreeing with everything.
Response set: when people respond to questions consistently in a certain way
Survey Research → Survey Validity
Fence-sitting:
always answering in the middle
Response set: when people respond to questions consistently in a certain way
Survey Research → Survey Validity
Faking good or bad:
Trying to appear unusually positive or negative.
Survey Research → Survey Validity
_______ Validity: do the questions you ask accurately measure the construct/variable you’re trying to measure
Construct Validity
Survey Research → Survey Validity
Construct Validity: do the questions you ask accurately measure the construct/variable you’re trying to measure
Ex: Leader satisfaction: How supportive is your leader? - ____ construct variable vs. Does your leader give good vibes? - ____ construct variable
good
poor
Survey Research → Survey Validity
Construct Validity: do the questions you ask accurately measure the construct/variable you’re trying to measure
______ validity: how well the measure of one variable correlates/relates to a measure of another variable that theoretically it should be related to
Convergent
Survey Research → Survey Validity
How does convergent validity tell us if there is construct validity?
If your exam grade correlates with something that it should theoretically correlate with then there is probably ______ validity.
Ex: Exam grade accurately measures class knowledge
construct
Survey Research → Survey Validity
Construct Validity: do the questions you ask accurately measure the construct/variable you’re trying to measure
_________ validity: the measure of one variable does not correlate to a measure of another variable
Divergent/discriminan
Survey Research → Survey Validity
_______ Validity: the degree to which the results of a study can generalize (how well they can apply & would be the same in other groups of people, situations, time, etc.)
External Validity
Survey Research → Survey Validity
External Validity: the degree to which the results of a study can generalize (how well they can apply & would be the same in other groups of people, situations, time, etc.)
Ask how do we know if there is external validity -> there is no survey that has _____ external validity, but some surveys would generalize better than others
complete
Survey Research → Survey Validity
External Validity: the degree to which the results of a study can generalize (how well they can apply & would be the same in other groups of people, situations, time, etc.)
The makeup of your sample - your results would generalize to ____ demographics
similar
Survey Research → Survey Validity
Why are construct & external validity forms of accuracy?
Construct: are you accurately measuring what you intend to measure?
External: are the results of your study accurate in other settings?
Survey Research → Survey Reliability
______ Reliability: the extent to which items within a scale all measure the same thing
Internal Reliability
Survey Research → Survey Reliability
Why are interrater & internal reliability forms of consistency?
Interrater: are both raters consistent in their ratings?
Internal: are the items in your scale consistently measuring the same thing?
Survey Research → Best Practices: To Do
_________ questions
Clear, concise, and specific
Survey Research → Best Practices: To Do
Clear, concise, and specific questions
_______ periods: give the time period you want respondents to answer about (i.e. “In the last 6 months…” or “How do you feel today?” )
Reference
Survey Research → Best Practices: To Do
Clear, concise, and specific questions
Number of _____ points: number of points does not matter too much, but too little means less detail and too many is overwhelming
scales
Survey Research → Best Practices: To Do
Clear, concise, and specific questions
______ of items: how many questions to measure one scale? (too few= inaccurate data and too many = overwhelming)
Soft recommendation: ______ items
Number
5-10
Survey Research → Best Practices: To Do
Clear, concise, and specific questions
Survey ______ (i.e. pulse survey)
length
Survey Research → Best Practices: To Do
Clear, concise, and specific questions
_______ checks (i.e. repeat question or mark an answer here)
Attention
Survey Research → Best Practices: Watch For
_________ items: Asking about the same content from the opposite direction (i.e. “I always support colleagues” and “I never help at work”)
Reverse-scored
Qualitative Data Analysis
Data ______: Categorizing information into themes/patterns.
coding