Three-construct framework for measuring challenge navigation in games¶
Research Method · All research methods
Evidence · 4 claims (3 for, 1 against) · 1 study (1 associational),q2· 1 of 1 report an effect size · 4 claims rest on one study
Description¶
The article organizes in-game motivational behavior into three constructs: "challenge approach, challenge response, and general persistence". Challenge approach covers how players choose challenging situations and code; challenge response covers what players do after failure, such as reflecting on hints or downgrading code; general persistence is "simply the willingness to continue playing the game", without distinguishing easier from harder levels. The framework guided creation of eleven log-based measures validated against a classic persistence task and learning outcomes.
Accounts¶
- Three-construct framework for measuring challenge navigation in games: challenge approach, challenge response, and general persistence: The article organizes in-game motivational behavior into three constructs: "challenge approach, challenge response, and general persistence". Challenge approach covers how players choose challenging situations and code; challenge response covers what players do after failure, such as reflecting on hints or downgrading code; general persistence is "simply the willingness to continue playing the game", without distinguishing easier from harder levels. The framework guided creation of eleven log-based measures validated against a classic persistence task and learning outcomes. (Malkiewich et al. (2016))
Claims¶
- In-game willingness to solve hard levels with complex code is positively associated with posttest coding knowledge, controlling for pretest [+M]
- Relative-Hards Solved Complex, a log measure of using complex code on personally difficult levels, predicts time spent on an unsolvable challenge task [+M]
- Traditional challenge-navigation measures (level choice, replays, careful retries, hint reading, coding time) did not relate to learning outcomes [-W]
- Downgrading to simpler code after failure on personally hard levels is negatively associated with persistence on an unsolvable task [+W]
Related Research Methods¶
Key Sources¶
- Malkiewich, L. J., Lee, A., Slater, S., & Chase, C. C. (2016). Tenacious Assessments: Using In-Game Behaviors to Measure Student Persistence and Challenge Navigation. https://eric.ed.gov/?q=Tenacious+Assessments+Using+In-Game+Behaviors
Page metadata
| Field | Value |
|---|---|
type |
research-method |
id |
three-construct-framework-for-measuring-challenge-navigation-in-games |
title |
Three-construct framework for measuring challenge navigation in games |
description |
The article organizes in-game motivational behavior into three constructs: "challenge approach, challenge response, and general persistence". |
status |
review |
generated |
by process:settle-candidates on 2026-10-16 |
trust |
unverified — no one has confirmed this page's content |
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