Table · dataset · 2026
Reproducibility Materials for "<b>Predicted Clarity, Coherence, and Monetary Relief in 94,335 Consumer Financial Protection Bureau Complaints"</b>
Listed in ZivaHub and Deakin Research Online and HKU DataHub and DaYta Ya Rona and figshare and Loughborough Research Repository and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.33365979.v3
Description
<p dir="ltr">This repository contains reproducibility materials for the study <b>“Predicted Clarity, Coherence, and Monetary Relief in 94,335 Consumer Financial Protection Bureau Complaints.”</b> The study examines associations between predicted complaint clarity and coherence and company-reported monetary relief in public U.S. Consumer Financial Protection Bureau complaints from 2023–2024.</p><p dir="ltr">Materials include analysis and revision code, non-narrative derived data, sanitized presentation-rating and factual-validation files, source-file hashes, fixed random seeds, model outputs, and machine-readable results for the supplementary and reviewer-requested sensitivity analyses.
These include sample-selection checks, duplicate-narrative analyses, interaction models, scorer-refitting bootstrap analyses, readability benchmarks, semantic-component sensitivity analyses, and richer narrative-length/finer-category specifications.</p><p dir="ltr">Complaint narratives are not redistributed because they may describe sensitive financial experiences. The analyses can be reconstructed from the publicly available CFPB Consumer Complaint Database using complaint identifiers, archived source hashes, and the supplied code and documentation.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33365979.v3 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Astronomy & Astrophysics · Behavioural economics · Behavioural economics · Behavioural economics · Behavioural economics · Behavioural economics · Behavioural economics · Behavioural economics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Economics & Finance · Economics & Finance · Economics & Finance · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Psychology & Behavioral Science · Public policy · Public policy · Public policy · Public policy · Public policy · Public policy · Public policy · Social Science · Social Science · Social Science · Social Science
Provenance · 7 source records, 66 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/33365979 | 6 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/33365979 | 6 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/33365979 | 5 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/33365979 | 5 d ago | JSON v1 |
| figshare | oai:figshare.com:article/33365979 | 5 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33365979 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/33365979 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:field:380102 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Behavioural economics'] |
| concepts[field].anzsrc:field:380102 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Behavioural economics'] |
| concepts[field].anzsrc:field:380102 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Behavioural economics'] |
| concepts[field].anzsrc:field:380102 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Behavioural economics'] |
| concepts[field].anzsrc:field:380102 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Behavioural economics'] |
| concepts[field].anzsrc:field:380102 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Behavioural economics'] |
| concepts[field].anzsrc:field:380102 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Behavioural economics'] |
| concepts[field].anzsrc:field:440709 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].anzsrc:field:440709 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Public policy'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |