PERSON · STARLIGHT

John Hattie

Recorded name: 约翰·哈蒂

John Hattie is an education researcher known for synthesizing educational meta-analyses and for the Visible Learning project.

Original Chinese introduction

约翰·哈蒂是教育研究者,以教育元分析综合和Visible Learning项目著称。

Hattie is known for large-scale syntheses of educational research, seeking to place findings on different teaching, school, and learning factors in a comparable framework. His work has prompted discussion in education about how evidence is aggregated and used, but the relationship among effect sizes, study quality, and causal interpretation remains contested.

Original Chinese context

哈蒂 以大规模教育研究综合而知名,试图把不同教学、学校与学习因素的研究结果放在可比较的框架中。他的工作推动教育界讨论证据如何被汇总和使用,但效应量、研究质量与因果解释之间的关系仍是持续争论的对象。

Introduction sources
Score4.98

Displayed to two decimal places.

Score tierBright Star T4

Derived from the current score.

Evaluated contributions3

Contribution groups assessed so far; coverage is still being expanded.

ASSESSMENT SCOPE

What this score covers

All included contribution titles and notes are available in English. The complete original text remains available in Chinese; both editions use the same scores and source links.

Uncovered contributions and unresolved harms are not treated as zero. This is not a complete assessment of a lifetime.

Original scope note

This research record currently includes 3 outcomes within a limited scope; M and attribution shares are revisable judgments. Uncovered content and negative effects not yet clarified are not treated as zero; specific gaps appear in the item-by-item explanations.

Original Chinese scope

本轮当前已列3项有限研究账;M与归功份额为可修订判断。未覆盖内容和未核清的负面作用不按零处理,具体缺口见逐项说明。

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CALCULATION

How the score is calculated

Q = 10^(M/2) − 1; Lᵢ = aᵢ × Qᵢ; L = Σ Lᵢ; S = 2 × log₁₀(1 + L).

M is an outcome’s assessed magnitude and a is the person’s allocated share. A standalone score is only a per-item reference; the attributed light from distinct contributions is what can be combined.

See a simple scoring example →

SCORE DETAILS

3 evaluated contributions

M is the assessed magnitude of an outcome; attribution is the person’s share of credit. Attributed light can be added. The standalone score is only a per-item reference and must not be added across rows.

Chinese score details →

Scroll sideways for scores and attribution.

OutcomeMAttribution shareAttributed lightStandalone scoreShare of totalStatus
01Conditions of feedback effects, three questions, and a four-level model反馈作用条件、三问与四层次模型OUT-SL1352-2007-FEEDBACK-EVIDENCE-MODEL · 20075.425%125.0468084.2040.6846%Provisional estimate · incomplete evidence
02Visible Learning meta-analytic synthesis and MetaX traceable indexVisible Learning元分析综合与MetaX可追溯索引OUT-SL1352-2008-2026-VISIBLE-LEARNING-METAX-SYNTHESIS-INDEX · 20085.519%106.6548524.0634.7007%Provisional estimate · incomplete evidence
03Meta-analysis of the self-concept–achievement relationship and synthesis of multidimensional models自我概念—学业关系的元分析与多维模型综合OUT-SL1352-1982-1992-SELF-CONCEPT-ACHIEVEMENT-SYNTHESIS-AND-MODEL · 19825.024%75.6546643.7724.6146%Provisional estimate · incomplete evidence

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NOTES AND SOURCES

Contribution notes and source links

English translations of the included notes appear below, with their Chinese originals available for comparison.

01Conditions of feedback effects, three questions, and a four-level model反馈作用条件、三问与四层次模型OUT-SL1352-2007-FEEDBACK-EVIDENCE-MODEL

Record year2007

summaryOrganizes into a testable model why feedback may be positive or negative, what questions information should answer, and at which cognitive level it operates.

Original Chinese · summary

把反馈为何可能正或负、信息应回答什么问题以及在哪一认知层次运行组织为可检验模型。

M rationaleThe 2007 original abstract explicitly states that feedback may be positive or negative, differs by type and delivery, and proposes a named model; a 2020 three-author review also shows substantial heterogeneity, supporting the model's conditional value rather than a universal prescription. It is rated M5.4 as a reusable educational explanatory model. The Root adjudication retains M: this is the end-state of conditional knowledge, a model, or an index, not a claim that instructional interventions are universally effective.

Original Chinese · M rationale

2007原文摘要明确反馈可能正负、类型和给法差异,并提出具名模型;2020三作者复核又显示显著异质性,支持模型的条件化价值而非普遍处方。按可复用教育解释模型取M5.4。 Root裁定维持M:这是有条件知识、模型或索引终态,不是对教学干预普遍有效的断言。

attribution rationaleHattie 0.25, Timperley 0.25, feedback-research prehistory 0.18, original research/classroom-data teams 0.13, institution 0.05, unresolved 0.14. This final version does not change a: this revision has no new auditable attribution facts.

Original Chinese · attribution rationale

Hattie0.25,Timperley0.25,反馈研究前史0.18,原研究/课堂数据团队0.13,机构0.05,未解析0.14。 本终稿不改a:本次修订没有新的可审计归功事实。

overlap boundaryThe 2007 joint paper reviews concepts and evidence on feedback and proposes the three questions of goals, progress, and next steps, plus a four-level model of task, process, self-regulation, and self; it does not treat “feedback” as a single uniform intervention or claim teachers' implementation, student outcomes, or all value of the 2020 re-meta-analysis.

Original Chinese · overlap boundary

2007年共同论文对反馈的概念和证据进行综述,提出目标、进展、下一步三问及任务、过程、自我调节、自我四层次模型;不把“反馈”视为单一一致干预,不领取教师实施、学生成绩或2020年重新元分析的全部价值。

Evidence gapsThe two authors' division of modeling work and literature selection are not confirmed by research archives. Independent replication of different feedback levels across ages, subjects, and outcome measures still requires item-by-item checking.

Original Chinese · evidence gaps

两位作者的模型分工和文献选择未由研究档案确认。;不同反馈层次在不同年龄、学科和测量终点的独立复现仍需逐项核。

Full attribution budget

Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.

  • 0.25John HattieOriginal Chinese · 约翰·哈蒂Person
  • 0.25Helen TimperleyPerson
  • 0.18Precursors in feedback, learning motivation, and formative-assessment researchOriginal Chinese · 反馈、学习动机与形成性评价研究前驱Predecessor pool
  • 0.13Feedback research authors, design, and data-collection teamsOriginal Chinese · 反馈研究作者、设计与数据采集团队Team
  • 0.05University of Auckland and Review of Educational ResearchOriginal Chinese · 奥克兰大学与《教育研究评论》Institution
  • 0.14Unresolved contributions to feedback-model researchOriginal Chinese · 未解析的反馈模型研究贡献Unallocated

Source links

02Visible Learning meta-analytic synthesis and MetaX traceable indexVisible Learning元分析综合与MetaX可追溯索引OUT-SL1352-2008-2026-VISIBLE-LEARNING-METAX-SYNTHESIS-INDEX

Record year2008

Original Chinese · record year

2008

summaryOrganizes many dispersed educational meta-analyses into a navigable map of influences and exposes citations, individual effects, and evidence-scale information in MetaX, reducing cross-topic retrieval costs.

Original Chinese · summary

将大量分散的教育元分析组织为可导航的影响因素地图,并在MetaX中暴露引用、单项效应和证据规模信息,降低跨主题检索成本。

M rationaleThe book and MetaX do provide large-scale synthesis, continuing updates, and citation drill-down as a knowledge service, with clear cross-topic navigation value; however, ranking averaged effects across heterogeneous designs and constructs, and interpreting 0.4 as a year's growth, have direct statistical and causal boundaries. It is rated M5.5 as a “useful but not a uniform prescription” synthesis–index family; controversy enters the achievement's net boundary rather than appearing only as a gap. The Root adjudication retains M: this is the end-state of conditional knowledge, a model, or an index, not a claim that instructional interventions are universally effective.

Original Chinese · M rationale

书籍和MetaX确有大规模综合、持续更新及引用下钻的知识服务,跨主题导航价值明确;但把异质设计和构念的平均效应排序、以0.4解释为年度成长,存在直接统计与因果边界问题。按“有用但不可作统一处方”的综合—索引家族取M5.5,争议已进入成果净边界而非仅列缺口。 Root裁定维持M:这是有条件知识、模型或索引终态,不是对教学干预普遍有效的断言。

attribution rationaleHattie 0.19, Visible Learning/MetaX team 0.16, meta-analysis authors 0.21, original-research/school-data teams 0.14, methodological prehistory 0.14, institution 0.05, unresolved 0.11. This final version does not change a: this revision has no new auditable attribution facts.

Original Chinese · attribution rationale

Hattie0.19,Visible Learning/MetaX团队0.16,元分析作者0.21,原研究/学校数据团队0.14,方法前史0.14,机构0.05,未解析0.11。 本终稿不改a:本次修订没有新的可审计归功事实。

overlap boundaryPublished in 2008, Visible Learning organized more than 800 meta-analyses by influence factors and effect sizes; subsequent MetaX updated the same synthesis chain into an index showing meta-analysis citations, individual effect sizes, and sample/study counts. MetaX receives credit only for the additional work on traceability, maintenance, and updating, and does not create a second complete M. 0.4 is only a project average-effect marker, not a universal causal threshold, guarantee of annual-learning conversion, or uniform classroom prescription. This revision ends at 2025-12-31: historical IDs are retained for traceability, but 2026 new material, database updates, or effects are not counted.

Original Chinese · overlap boundary

2008《Visible Learning》把800余项元分析按影响因素和效应量组织,后续MetaX将该同一综合链更新为可查看元分析引用、单项效应量和样本/研究数量的索引。MetaX只领取可追溯、维护和更新残余,不另建第二个完整M。0.4仅是项目平均效应标记,不是普遍因果阈值、年度学习换算保证或统一课堂处方。 本次修订截止2025-12-31:保留历史ID以追溯,但不将2026新增资料、数据库更新或效果计入。

Evidence gapsMetaX inclusion and exclusion rules, version differences, overlapping meta-analyses, and treatment of dependency effects have not undergone an independent whole-corpus audit.; The cross-scale conversion from 0.4 to ‘one year’s growth’ and comparability among factors require methodological review.; Commercial training, school adoption, and learning outcomes are not accounted for and cannot be inferred from the existence of an index.; The task cutoff is 2025-12-31; additions in 2026 are explicitly excluded.

Original Chinese · evidence gaps

MetaX纳入排除规则、版本差异、重叠元分析和依赖效应处理未经独立全库审计。;0.4到‘一年成长’的跨量表换算及因素间可比性需方法学复核。;商业培训、学校采用和学习结果未计,且不能由索引存在推定。;任务截止2025-12-31,2026新增内容明确剔除。

Full attribution budget

Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.

  • 0.19John HattieOriginal Chinese · 约翰·哈蒂Person
  • 0.16Visible Learning and MetaX research coding teamsOriginal Chinese · Visible Learning与MetaX研究编码团队Team
  • 0.21Authors of studies included in educational meta-analysesOriginal Chinese · 入选教育元分析的研究作者Team
  • 0.14Teams responsible for original educational study design, measurement, and data collectionOriginal Chinese · 原始教育研究设计、测量与数据采集团队Team
  • 0.14Precursors of meta-analysis, effect-size, and educational-measurement methodsOriginal Chinese · 元分析、效应量与教育测量方法前驱Predecessor pool
  • 0.05The University of Auckland, the University of Melbourne, and publishersOriginal Chinese · 奥克兰大学、墨尔本大学与出版机构Institution
  • 0.11Unresolved contributions to educational synthesis and indexingOriginal Chinese · 未解析的教育综合与索引贡献Unallocated

Source links

03Meta-analysis of the self-concept–achievement relationship and synthesis of multidimensional models自我概念—学业关系的元分析与多维模型综合OUT-SL1352-1982-1992-SELF-CONCEPT-ACHIEVEMENT-SYNTHESIS-AND-MODEL

Record year1982

summaryPlaced highly dispersed and inconsistently defined self-concept research within a multidimensional hierarchical model and quantitative synthesis, clarifying that measurement, correlation, and intervention evidence must be assessed separately.

Original Chinese · summary

把高度分散且定义不一的自我概念研究置于多维层级模型与量化综合中,明确测量、相关性和干预证据需分别判断。

M rationaleThe 1982 joint synthesis, the 1985 joint model paper, and the 1992 monograph form a continuous research terminal state independent of Visible Learning; M5.0 is assigned for their bounded contribution to educational psychometrics and synthesis methods, without inflating correlations or later applications. Root adjudication retains M: this is a conditional knowledge, model, or indexing terminal state, not a claim that teaching interventions are generally effective.

Original Chinese · M rationale

1982共同综述、1985共同模型论文和1992专著形成连续且独立于Visible Learning的研究终态;按教育心理测量与综合方法的有界贡献取M5.0,未把相关性或后续应用放大。 Root裁定维持M:这是有条件知识、模型或索引终态,不是对教学干预普遍有效的断言。

attribution rationaleHattie 0.24, Hansford 0.16, Song 0.07, original-study and data teams 0.14, theoretical/methodological prehistory 0.20, institutions 0.05, unresolved 0.14. This final version does not change a: this revision provides no new auditable attribution facts.

Original Chinese · attribution rationale

Hattie0.24,Hansford0.16,Song0.07,原研究与数据团队0.14,理论/方法前史0.20,机构0.05,未解析0.14。 本终稿不改a:本次修订没有新的可审计归功事实。

overlap boundaryThe 1982 synthesis with Hansford of self-concept and academic/performance relationships, the 1985 test with Song of a hierarchical multidimensional model, and the 1992 monograph’s synthesis of dimensions, measurement, correlational relationships, and interventions; it does not state correlation as self-concept causing achievement, and does not claim later self-efficacy or social-emotional-learning outcomes.

Original Chinese · overlap boundary

1982年与Hansford共同综合自我概念和学业/表现关系、1985年与Song检验层级多维模型,以及1992年专著对维度、测量、相关关系和干预的综合;不把相关性写成自我概念导致成绩,也不领取后续自我效能或社会情绪学习成果。

Evidence gapsThe studies included in 1982, effect-size conversions, and publication bias have not been recomputed item by item.; The specific conceptual consumption relationship between the 1992 monograph and the joint papers still requires chapter-by-chapter review.

Original Chinese · evidence gaps

1982纳入研究、效应量转换与发表偏差未逐项复算。;1992专著与共同论文之间的具体概念消费关系仍需逐章核。

Full attribution budget

Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.

  • 0.24John HattieOriginal Chinese · 约翰·哈蒂Person
  • 0.16B. C. HansfordPerson
  • 0.07In-Sub SongPerson
  • 0.14Authors and data teams for self-concept and achievement studiesOriginal Chinese · 自我概念与学业研究作者及数据团队Team
  • 0.2Precursors of self-concept measurement, meta-analysis, and structural modelsOriginal Chinese · 自我概念测量、元分析与结构模型前驱Predecessor pool
  • 0.05The University of New England and publishersOriginal Chinese · 新英格兰大学与出版机构Institution
  • 0.14Unresolved self-concept research contributionsOriginal Chinese · 未解析的自我概念研究贡献Unallocated

Source links

BOUNDARIES NOT COUNTED

Not included in this score

These subjects are recorded as exclusions and are not silently treated as zero or as part of the included outcomes.

Visible Learning training, school implementation, and learning effects

Visible Learning培训、学校实施与学习效果

Reason Available sources provide no independent effects, implementation fidelity, costs, or potential harms; a net positive cannot be inferred from the brand, procurement, or number of participating schools.

Original Chinese reason

现有来源未提供独立效果、实施忠实度、成本与潜在伤害;不能由品牌、采购或参与学校数推定净正。

Leadership of Melbourne educational research institutions

墨尔本教育研究机构领导

Reason A director position is not an outcome; separable concrete institutional design and delivery are missing.

Original Chinese reason

主任职位不是成果,缺可分的具体制度设计与交付。

Public communication of educational evidence and general teaching advice

教育证据公共传播与一般教学建议

Reason The demonstrated explanation mainly consumes Visible Learning or the feedback model; it lacks an independent vehicle and effects, so M is not duplicated separately.

Original Chinese reason

已证解释主要消费Visible Learning或反馈模型;缺独立载体和效果,不另复制M。