Data Collection in Quantitative Research & Measurements and Data Quality

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Polit10e_PPT_Ch13.ppt

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Chapter 13

Data Collection in Quantitative Research

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Question

Tell whether the following statement is true or false:

For unstructured data, researchers use formal data collection instruments that place constraints on those collecting data and those providing them.

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Answer

False

For structured data, not unstructured data, researchers use formal data collection instruments that place constraints on those collecting data and those providing them.

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Data Collection Plan

  • Structured data:
  • Formal data collection instruments
  • Constraints
  • Collection
  • Providing

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Early Steps in Data Collection Plan

  • Identification prioritization of data needs
  • Measures of variables
  • Selection existing instruments
  • Conceptual stability
  • Data quality
  • Cost
  • Population appropriateness
  • Reputation

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Question

Tell whether the following statement is true or false:

Open-ended questions permit respondents to reply in narrative fashion.

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Answer

True

Open-ended questions permit respondents to reply in narrative fashion, whereas closed-ended (or fixed-alternative) questions offer response alternatives from which respondents must choose.

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Structured Self-Report Instruments

  • Interview schedules
  • Questionnaires
  • Open-ended questions
  • Closed-ended questions

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Question

Which type of closed-ended question have several questions with the same response format?

Forced choice

Rating

Checklist

Visual analog scale

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Answer

C

Forced-choice questions require respondents to choose between two competing positions, rating questions ask respondents to make judgments along a bipolar dimension, checklists have several questions with the same response format, and visual analog scales (VASs) are continually used to measure subjective experiences.

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Closed-Ended Questions

  • Dichotomous
  • Multiple choice
  • Rank order
  • Forced choice
  • Rating
  • Checklists
  • Visual analog scales

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Likert Scale

  • Summated rating scale
  • Series of statements about a phenomenon
  • Indicate degree of agreement or disagreement
  • Total score is computed by summing item scores, each of which is scored for the intensity and direction of favorability.

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Semantic Differentials

  • Bipolar rating scales
  • Indicate reactions toward a phenomenon
  • Measure:
  • Evaluative
  • Activity
  • Potency

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Q Sort

  • Set of card statements into piles
  • Specified criteria
  • Measure:
  • Attitudes
  • Personality
  • Psychological traits

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Vignettes

  • Brief descriptions of event
  • Asked to react to events
  • Assess respondents:
  • Perceptions
  • Hypothetical behaviors
  • Decisions

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Question

Tell whether the following statement is true or false:

Interviews are less costly and time-consuming than questionnaires.

Copyright © 2017 Wolters Kluwer Health | Lippincott Williams & Wilkins

Answer

False

Questionnaires are less costly and time-consuming than interviews.

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Questionnaires

  • Less costly
  • Less time-consuming
  • Anonymity
  • No risk of interviewer bias
  • Group administration
  • Most economical
  • Mail: low response rate
  • Web-based survey

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Interviews

  • Higher response rate
  • Wider variety of people
  • Richer data
  • Data quality
  • Interpersonal skills
  • Ease and build rapport
  • Probing

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Structured Self-Reports

  • Response set biases
  • Common responses
  • Social desirability
  • Extreme response
  • Acquiescence

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Checklists

  • Occurrence or frequency
  • Category systems

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Rating Scales

  • Rate phenomena
  • Dimension typically bipolar
  • Made at specific intervals or after observations are complete

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Sampling

  • Time sampling involves the specification of the duration and frequency of observational periods and intersession intervals.
  • Event sampling selects integral behaviors or events of a special type for observation.

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Observer Biases

  • Enhancement of contrast effect
  • Central tendency bias
  • Halo effect
  • Assimilatory biases
  • Errors of leniency
  • Errors of severity

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Biophysiologic Measures

  • In vivo
  • In vitro
  • Objective
  • Accurate
  • Precise