Where do experienced insolvency attorneys look for benchmark data on successful debt relief and consolidation outcomes versus traditional wage earner bankruptcies
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Where do experienced insolvency attorneys look for benchmark data on successful debt relief and consolidation outcomes versus traditional wage earner bankruptcies
3 real searches · 1 real-search pass
benchmark data debt settlement outcomes debt management plans Chapter 13 bankruptcy outcomes ABI Epiq US Courts researchGoogle ↗
OBSERVEDReason
American Bankruptcy Institute consumer bankruptcy data Chapter 13 completion rate wage earner bankruptcy statisticsGoogle ↗
OBSERVEDReason
CFPB debt settlement companies outcomes report debt relief performance data credit counseling debt management plansGoogle ↗
OBSERVEDConsequence
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
benchmark data debt settlement outcomes debt management plans Chapter 13 bankruptcy outcomes ABI Epiq US Courts research Google ↗
American Bankruptcy Institute consumer bankruptcy data Chapter 13 completion rate wage earner bankruptcy statistics Google ↗
CFPB debt settlement companies outcomes report debt relief performance data credit counseling debt management plans Google ↗
- American Bankruptcy Institute · abi.org
- BAPCPA Report · uscourts.gov
- Chapter 13 Outcomes - Hynes - 2025 - Journal of Empirical Legal Studies · onlinelibrary.wiley.com
- Financial Outcomes for Debt Settlement Programs: Estimates for 2011–2020This report was commissioned by the American Fair Credit Council (AFCC), the trade association representing the debt settlement industry. The AFCC reviewed this report for accuracy and to ensure that no personally identifiable information was disclosed. The report's methodology, analysis, and results were not moderated or mediated by the AFCC. The opinions, findings, and conclusions expressed in this report are those of the · ghllc.com
- Credit Counseling and Long-Term Credit Outcomes: Evidence from the National Foundation for Credit Counseling’s Sharpen Your Financial Focus Program · glenn.osu.edu
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
benchmark data debt settlement outcomes debt management plans Chapter 13 bankruptcy outcomes ABI Epiq US Courts research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Bankruptcy Institute consumer bankruptcy data Chapter 13 completion rate wage earner bankruptcy statistics OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
CFPB debt settlement companies outcomes report debt relief performance data credit counseling debt management plans OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |