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Instrumentation: Performance & Surveys
47.269: Research I
Spring 2010
Dr. Leonard
Measuring performanceCan measure optimal or typical performance
Optimal - achievement, aptitude, intelligence testsTypical - everyday behavior, personality, attitudes
Could measure performance through observation, physiological measures, or self-report tests/measures
Self-report is most common in psychology
Surveys and interviews are two different forms of self-report measuresUsed in research that is…
DescriptiveExperimentalNon-experimental/Correlational
Scales of measurementBased on what you are measuring (e.g., behavior, attitudes, emotion, etc.), you may use a different scale of measurement
Degree of specificity in your dataEither discrete or continuous variables
Discrete variables measured as units on scale with no value in between Continuous variables can be any value along a scale to infinity
Scales of measurement:NominalNominal
CategoriesOrdinalOrdinal
Categories that can be rankedInterval Interval
Scores with equidistant intervals between themRatioRatio
Scores with equidistant intervals and absolute zero
Scales of measurementNominal Nominal
OrdinalOrdinal
IntervalInterval
RatioRatio
Self-report designs: Pros
Relatively easy way to collect large amounts of data very quickly
Surveys are cheap and can be self-administered (e.g., online)
Written surveys can be given to a large number of people at the same time and can be anonymous, which may promote honest responses
Interviews are expensive but increase response rate and allow for better understanding of questions
Self-report designs: Cons
• Data are subject to bias, social desirability, demand characteristics, and response sets, which all affect the validity of findings• Bias - researcher’s or participant’s• Social desirability - responding in a way that would be seen
as socially acceptable, especially when the topic is sensitive• Demand characteristics - fatigue, memory burden, confusion• Response sets - straight-line, extremes, right down middle
• Interviews may taint data if participant is trying to impress interviewer or if the interviewer asks questions in a biased way– Option: telephone interviews
Mistakes to avoid with survey questions Mitchell & Jolly (2007)
1. Leading questions
2. Questions that invite social desirability
3. Double-barreled questions
4. Long questions
5. Negations
6. Irrelevant questions
7. Poorly worded response options
8. Big words
9. Ambiguous words and phrases
Planning a survey1. Determine all questions you need
answered, create a list2. Choose the appropriate format for your
questions3. Edit questions for clarity4. Sequence your questions effectively to
avoid order or demand effectsMay help to counterbalance the order!
5. Pilot survey and refine questions6. Choose appropriate sampling strategy
Formatting survey questionsDecide which format will best fit the type of data you want (N, O, I, R)Close-ended
Dichotomous, Yes/NoReliableMay be less powerful
Multiple choice, categoriesCaution not to treat them as interval
Likert scalesOffers choices of response along a spectrumMay be less reliable, ambiguity of points along scaleMore powerful, more sophisticated analyses
Open-endedMay result in numeric or quantifiable dataMay provide more rich, explanatory informationMay not be answered as you intended, coding difficulties
Scales of measurementNominal Nominal
discretediscrete
OrdinalOrdinaldiscretediscrete
IntervalIntervaldiscretediscrete
RatioRatiocontinuouscontinuous
Sequencing survey questions
Overall goal is to increase response rate and accuracy of responsesPut innocuous questions first and personal questions last
Put demographic questions lastKeep similar topic questions togetherKeep questions with similar response options together
You may want to provide response scale only once to save spaceYou may want to use reverse scoring (change direction/meaning) to keep participants engaged and to test whether they are responding consistently
Good example of reverse scoring: Rosenberg Self-Esteem Scale
1= Strongly Disagree, 2, 3, 4= Neutral, 5, 6, 7 = Strongly Agree
_____1. At times I think I am no good at all.*_____2. I feel that I have a number of good qualities. _____3. All in all, I am inclined to think that I am a failure.*_____4. I am able to do things as well as most people. _____5. I feel that I do not have much to be proud of.* _____6. I take a positive attitude towards myself. _____7. On the whole, I am satisfied with myself. _____8. I wish I could have more respect for myself.* _____9. I certainly feel useless at times.*_____10. I feel that I am a person of worth, at least on an equal basis
with others.
*Reverse scored (1, 3, 5, 8, and 9)
Piloting and refining questionsCheck for overall professional appearance of survey and ease of navigating questions
Avoid skips when possibleDon’t let question run across 2 pagesBuild in breaks?
PROOFREAD-mistakes are distractions!Pilot survey
Carefully consider who would provide honest feedback about the questionsTry to create a pilot sample that would represent your target sample
Practice coding responses because that may lead to further refining that makes analysis easier
Minimizing social desirability
Patten recommends 1) observing instead or 2) using projective techniques -Ambiguous task or question participant can’t guess meaning of (e.g., ink blot)
Interpersonal techniques:
Professional conduct; increase respect for research
Create a sense of comfort and security
Reassure participants of confidentiality of responses
Never look at the measure in front of them
Keep multiple participants separated during measurement
Immediately separate any identifiers from data
Minimizing social desirabilityMeasurement techniques:
Place most personal questions mid- to late- in questionnaire
Do not put measures you are relating adjacent to each other
Include some fillers or distracting questions
Include social desirability test items
“I never swear”
“I typically try to help those in need”