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Academic motivation

Which kind of motivation best predicts students' grades?

Steinmayr R, Weidinger AF, Schwinger M, et al. · Frontiers in psychology · 2019

Open access · cc by · source: Europe PMC

How good students believe they are at a subject predicted their later grades better than any other motivation measure, even after accounting for intelligence and earlier grades.

Study at a glance

Design
Cohort — Prospective school study: motivation questionnaires and an intelligence test at one time point, report-card grades from before and about four months after testing; relative weight analysis.
N
N=345 · 345 upper-secondary students (11th and 12th grade) from two German academic-track schools.
Population
German Gymnasium students, average age about 17.5
Outcome
Report-card grades in math, German and overall GPA at the end of term

Structured fields used in claim comparison tables when every cited study has a complete layer.

Key findings

Ability self-concept was the strongest motivational predictor in every domain, still explaining about a fifth of the explained variance in math grades and a tenth in German grades once intelligence and prior grades were included. Prior grades were by far the largest single predictor. Hope for success and fear of failure came next among motivational variables, task values and learning goals mattered more for specific subjects than for GPA, and performance-approach and performance-avoidance goals added little or nothing.

Methodology

The researchers tested upper-secondary students at two German academic-track schools during regular classes. Students rated their ability self-concept, task values, goal orientations and achievement motives (hope for success, fear of failure), each measured separately for school in general, math and German, and took an intelligence test. The schools supplied report-card grades from before and after testing, and relative weight analysis estimated how much unique variance each predictor explained.

Limitations

This is correlational, so it cannot show that raising self-concept would raise grades; self-concept partly reflects feedback from earlier grades. The sample came only from the highest academic track in Germany, so intelligence varied less than usual, which may have shrunk its apparent importance. Grades rather than standardized tests were the outcome, only linear variable-centred models were used, and the analysis worked with observed scores that carry measurement error.

How this study connects

Role on claims

Each row is a claim on a concept or method page where this paper supports, challenges, or qualifies the statement. Roles are hand-checked — not a model guess.

  • SupportsMathematics Educationconcept

    How students see themselves in maths tracks how they do and what they choose.

    Ability self-concept in maths predicted end-of-term maths grades beyond intelligence and prior grades in German upper-secondary students, and math stereotypes lowered girls' expected success and STEM choice in a Spanish sample.

    Evidence for the claim as stated.

  • SupportsAcademic Motivationconcept

    Believing you are good at a subject goes with better grades beyond ability and past results.

    Ability self-concept was the strongest motivational predictor of end-of-term grades in German upper-secondary students, still explaining about a fifth of explained variance in maths and a tenth in German after intelligence and prior grades; performance-approach and avoidance goals added little.

    Evidence for the claim as stated.

  • QualifiesAcademic Motivationconcept

    Believing you are good at a subject goes with better grades beyond ability and past results.

    Ability self-concept was the strongest motivational predictor of end-of-term grades in German upper-secondary students, still explaining about a fifth of explained variance in maths and a tenth in German after intelligence and prior grades; performance-approach and avoidance goals added little.

    Scope note — prospective correlational study of academic-track students only; self-concept partly reflects earlier grades

    Limits the claim's scope: a different population, assay, or outcome.

  • SupportsAcademic Motivationconcept

    Fear of failure mattered as a motivational predictor of German students' grades, but it added nothing to explaining undergraduate procrastination once low energy was accounted for; the studies used different outcomes (grades versus task timing) and populations.

    Evidence for the claim as stated.

Open questions

Tensions this paper is part of

From concept pages' “where studies disagree.” Disagreement means the same question; scope means different assays, populations, or outcomes.

  • Scope difference — different assays, populations, or outcomes

    Fear of failure mattered as a motivational predictor of German students' grades, but it added nothing to explaining undergraduate procrastination once low energy was accounted for; the studies used different outcomes (grades versus task timing) and populations.

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Same topic cluster — not a recommendation engine.