Automated Analysis of Regulatory Risks and Company Mitigation Strategies
GenerateReport
class in the bigdata-research-tools
package systematically analyzes regulatory exposure across company watchlists using unstructured data from news, filings, and transcripts. Built for risk managers and investment professionals, it transforms scattered regulatory information into quantifiable risk intelligence and identifies proactive company mitigation strategies.
GenerateReport
combines automated theme taxonomies, multi-source content retrieval, and LLM-powered risk scoring to deliver:
README.md
.README.md
general_theme
): The central regulatory concept to explore across all technology domainslist_specific_focus
): Technology sectors where regulatory issues are particularly relevantbigdata
): Bigdata connectionmy_watchlist_id
): The set of companies to analyze. This is the ID of your watchlist in the watchlist section of the app.llm_model
): The LLM model used to label search result document chunks and generate summariessearch_frequency
): The frequency of the date ranges to search over.
Supported values:
Y
: Yearly intervalsM
: Monthly intervalsW
: Weekly intervalsD
: Daily intervals. Defaults to 3M
start_date
and end_date
): The date range over which to run the analysisfiscal_year
): If the document type is transcripts or filings, fiscal year needs to be specifiedfocus
): Specify a focus within the main theme. This will then be used in building the LLM generated mindmapperdocument_limit_news
, document_limit_filings
, document_limit_transcripts
): The maximum number of documents to return per query to Bigdata API for each category of documentsbatch_size
): The number of entities to include in a single batched querygenerate_report()
method in the section Direct Method.
user_selected_nb_topics_themes
.
Regulatory Issues in AI
Regulatory Investigations of AI Practices
Class Action Lawsuits in AI
Export Restrictions on AI Chips
Regulatory Issues in Advertising
Regulatory Investigations
Class Action Lawsuits
Truth in Advertising
Regulatory Issues in E-commerce
E-commerce Trade Regulations
E-commerce Legal Penalties
E-commerce Taxation Policies
Amazon.com Inc.
Most Reported Issue
Biggest Risk
Most Uncertain Issue
Company's Response
Apple Inc.
Most Reported Issue
Biggest Risk
Most Uncertain Issue
Company's Response
Meta Platforms Inc.
Most Reported Issue
Biggest Risk
Most Uncertain Issue
Company's Response