Making sense of psychometrics to post

Making Sense of Psychometrics

  • Focus on psychological measurement.

What is Measurement?

  • Measurement involves interaction with a concrete system to represent aspects of it in abstract terms (e.g. numbers, vectors).

  • Characterization by Eran Tal, Stanford Encyclopedia of Philosophy highlights that measurement is an interaction with a system, which can also include perceptual and linguistic activities.

  • Measurement can involve ideal systems in addition to real systems.

Historical Context of Measurement Scales

  • In 1946, S.S. Stevens discussed the formal properties of measurement scales.

  • The topic was debated by the British Association for the Advancement of Science regarding the possibility of quantitative estimates of sensory events.

  • Conflicting ideas arose about the definition of measurement.

  • The committee’s final report in 1940 aimed to clarify the assignment of numerals to objects and their corresponding rules, noting different types of scales.

Types of Measurement Scales (Stevens)

  • Nominal:

    • Classifies data into distinct categories.

    • Example: Employed vs. Unemployed.

  • Ordinal:

    • Establishes a rank order.

    • Example: Marathon rankings based on performance, does not imply equal spacing.

  • Interval:

    • Measures quantities with arbitrary zero and assumes equal intervals.

    • Common example: Temperature.

  • Ratio:

    • Measures quantities with an absolute zero.

    • Allows for additive and multiplicative operations, e.g., reaction time.

Psychological Attributes

  • Psychometrics focuses on measuring psychological attributes logically dependent on cognition (e.g., personality or emotions).

  • Psychological attributes are not directly observable, so behaviors are used to infer these attributes.

  • The relationship between observed behavior and the underlying psychological construct is crucial.

Application of Scales

  • Different scales create rules for number assignment in research.

  • For instance:

    • Observing categories (Nominal).

    • Observing ranks (Ordinal).

    • Observing measured quantities (Interval and Ratio).

Operationalization in Psychology

  • Operational Definitions: Specify how psychological constructs are measured.

  • Construct Definitions: Explain variables that are not directly observable.

  • Psychometrics connects theoretical properties with observable outcomes (e.g., test results).

Summary of Scales

  • Scales of measurement defined by their empirical operations and how they enable the assignment of numerals based on defined rules.

  • Each scale type has a specific statistical operation permitted (e.g., mean for interval, median for ordinal).

Example of Measurement Application

  • Example scenario for measuring lateness in school/work:

    • Types of scales to operationalize lateness can be Nominal, Ordinal, Interval, or Ratio.