A three-mode model of preservice teachers' probabilistic reasoning: mathematical, subjective, and outcome-oriented¶
Theory · All theories
Evidence · 5 claims (5 for) · 1 study (1 qualitative),q2· 0 of 1 report an effect size · 5 claims rest on one study
Description¶
The study models PSMTs' probabilistic reasoning in a unified schema with three categories: mathematically oriented thinkers relying on theoretical probability, subjectively oriented thinkers using personal information and contingencies, and outcome-oriented thinkers focused on the favourable outcome itself. The article states that 'PSMTs’ probabilistic reasoning was classified into mathematical (M), subjective (S), and outcome-oriented (O)', responding to calls for a unified framework that models several probability conceptions in one schema rather than a normative hierarchy.
Design Implications¶
Context¶
Requirements¶
- Participants with prior knowledge of the three principal interpretations of probability (theoretical, experimental, conditional)
Constraints¶
- Developed from a purposive sample of 68 PSMTs at one Egyptian faculty of education; qualitative case study, not generalisable across contexts
Target Learners¶
- preservice mathematics teachers
Target Learning Objectives¶
- probabilistic reasoning under uncertainty
- probability conceptions
Claims¶
- Attributing outcomes to Allah's will among some PSMTs functioned as probabilistic reasoning, not mere personalist belief [+W]
- Mathematically oriented PSMTs exhibit equiprobability and insensitivity-to-prior-probability biases [+W]
- A bias-free experimental-probability subcategory (o**) emerged only in the die-rolling task [+W]
- Some outcome-oriented PSMTs (types o and o) predict single-trial outcomes, and type o thinkers conflate causality with conditionality [+W]
- Subjectively oriented reasoning emerged in the giving-birth context but disappeared in the die-rolling task [+W]
Related Theories¶
Examples¶
Key Sources¶
- Elbehary, S.G.A. (2021). Reasoning under uncertainty within the context of probability education: A case study of preservice mathematics teachers. Pythagoras, 42(1), a630. https://doi.org/10.4102/pythagoras.v42i1.630
Page metadata
| Field | Value |
|---|---|
type |
theory |
title |
A three-mode model of preservice teachers' probabilistic reasoning: mathematical, subjective, and outcome-oriented |
description |
The study models PSMTs' probabilistic reasoning in a unified schema with three categories: mathematically oriented thinkers relying on theoretical probability, subjectively oriented thinkers using personal information... |
status |
review |
generated |
by process:wiki-ingest on 2026-09-25 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — elbehary-2021 |
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