Dataset Card for Consumer Finance Complaints

Dataset Summary

This database is a collection of complaints about consumer financial products and services that we sent to companies for response.

The Consumer Complaint Database is a collection of complaints about consumer financial products and services that we sent to companies for response. Complaints are published after the company responds, confirming a commercial relationship with the consumer, or after 15 days, whichever comes first. Complaints referred to other regulators, such as complaints about depository institutions with less than $10 billion in assets, are not published in the Consumer Complaint Database. The database generally updates daily.

Complaints can give us insights into problems people are experiencing in the marketplace and help us regulate consumer financial products and services under existing federal consumer financial laws, enforce those laws judiciously, and educate and empower consumers to make informed financial decisions. We also report on complaint trends annually in Consumer Response’s Annual Report to Congress.

Supported Tasks and Leaderboards

Text Classification Tasks

Languages

English

Dataset Structure

Data Instances

This dataset is a point in time extract of the database, the database increases in size every day

An example of 'train' looks as follows.

{
 "Complaint ID": "4511031",
 "Product": "Credit reporting, credit repair services, or other personal consumer reports",
 "Sub Issue": "Credit inquiries on your report that you don't recognize",
 "Consumer Disputed": "N/A",
 "Sub Product": "Credit reporting",
 "State": "TX",
 "Tags": "Older American, Servicemember",
 "Company Public Response": "",
 "Zip Code": "75202",
 "Issue": "Improper use of your report",
 "Submitted via": "Web",
 "Company Response To Consumer": "Closed with explanation",
 "Complaint Text": "I am XXXX XXXX and I am submitting this complaint myself and there is no third party involved. Despite the multiple previous written requests, the unverified inquiries listed below still remain on my credit report in violation of Federal Law. The Equifax Credit Bureau failed to comply with Fair Credit Reporting Act, XXXX XXXX sections XXXX within the time set forth by law and continued reporting of erroneous information which now, given all my attempts to address it directly with the creditor, as willful negligence and non-compliance with federal statutes. PLEASE REMOVE THE FOLLOWING INQUIRIES COMPLETELY FROM MY CREDIT REPORT : XXXX CARD-Date of inquiry XX/XX/XXXX XXXX CARD-Date of inquiry XX/XX/XXXX",
 "Date Received": "07-02-2021",
 "Company": "EQUIFAX, INC.",
 "Consumer Consent Provided": "Consent not provided",
 "Timely Response": "Yes",
 "Date Sent To Company": "2021-07-02"
}

Data Fields

Data Splits

This dataset only contains a TRAIN set - this can be further split into TRAIN, TEST and VALIDATE subsets with the datasets library

Dataset Creation

Curation Rationale

Open sourcing customer complaints

Source Data

https://cfpb.github.io/api/ccdb/

Initial Data Collection and Normalization

This database is maintained by the Consumer Financial Protection Bureau

Who are the source language producers?

English

Annotations

Annotation process

User submitted to the CFPB

Who are the annotators?

N/A

Personal and Sensitive Information

All PII data has been anonymised

Considerations for Using the Data

Social Impact of Dataset

N/A

Discussion of Biases

This database is not a statistical sample of consumers’ experiences in the marketplace. Complaints are not necessarily representative of all consumers’ experiences and complaints do not constitute “information” for purposes of the Information Quality Act .

Complaint volume should be considered in the context of company size and/or market share. For example, companies with more customers may have more complaints than companies with fewer customers. We encourage you to pair complaint data with public and private data sets for additional context.

The Bureau publishes the consumer’s narrative description of his or her experience if the consumer opts to share it publicly and after the Bureau takes steps to remove personal information. We don’t verify all the allegations in complaint narratives. Unproven allegations in consumer narratives should be regarded as opinion, not fact. We do not adopt the views expressed and make no representation that consumers’ allegations are accurate, clear, complete, or unbiased in substance or presentation. Users should consider what conclusions may be fairly drawn from complaints alone.

Other Known Limitations

N/A

Additional Information

Dataset Curators

https://cfpb.github.io/api/ccdb/

Licensing Information

Creative Commons Zero v1.0 Universal

Citation Information

N/A

Contributions

Thanks to @kayvane1 for adding this dataset and to the Consumer Financial Protection Bureau for publishing it.