What actually goes into the financial data powering your brokerage app? In this episode, Alex Perny sits down with Andrew Lebbos, Director of Licensing at Benzinga, to pull back the curtain on how financial data is produced, validated, and delivered at scale.
Key Points:
- Benzinga provides earnings, dividends, analyst ratings, and news to Robinhood, Fidelity, Schwab, and more
- Data validation combines AI-enabled QA systems with human oversight to catch outliers
- Proprietary first-party data is increasingly valuable as LLMs demand accurate inputs
- Benzinga powers Perplexity Finance and works with major hedge funds and brokerages
- Companies issue intra-quarter guidance to manage large expectation gaps
- Conference call transcripts and guidance calendars add context beyond raw earnings
- Private market data coverage is actively being built out by Benzinga
- Blockchain-based secondary markets and tokenized assets are opening private markets to retail investors
- Illiquidity in private markets can act as a behavioral safeguard against panic selling
Chapters:
0:00 Introduction and guest background
2:15 How financial data is packaged and produced
5:41 Data validation and QA systems
8:11 What outlier data means for investors
10:54 Earnings surprises and guidance calendars
13:13 AI's role in financial data accessibility
16:56 Benzinga's data-first business model
19:58 Ensuring data accuracy for AI platforms
22:36 How investors can verify AI outputs
26:32 LLM data sourcing and direct integrations
30:51 Changing investor behavior and private markets
34:08 Private market data challenges
38:51 Blockchain, tokenization, and secondary markets
45:12 Illiquidity as a behavioral benefit
48:25 Real estate, prediction markets, and Benzinga's scope
53:17 Where to find Benzinga
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Learn more about our guest, Andrew Lebbos:
https://www.benzinga.com/
Learn more about Advanta IRA:
https://www.AdvantaIRA.com/
https://podcasters.spotify.com/pod/show/advanta-ira
https://www.linkedin.com/company/Advanta-IRA/
https://twitter.com/AdvantaIRA
https://www.facebook.com/AdvantaIRA/
https://www.instagram.com/AdvantaIRA/
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