Amassed Insights #2: Snowballed
Everything that's been snowballing in the alternative data industry recently

Well, That Snowballed Quickly
Now that winter really feels here, I'm going to take this chance to explore everything in alternative data that seems to be snowballing recently, whether positively or negatively:

Starting with the Plus Side
- We officially had the first flurries of winter in NYC last week...maybe we'll be able to make snowballs sometime soon...or maybe we'll go yet another year without snow in NYC!
- NYC was alive last week with Alternative Data events, both big and small, formal and informal. Data providers & data buyers were out-and-about more than ever before, snowballing into last Wednesday being the best-attended happy hour of the 22 I've hosted. And shout-out to my good friend, Mark Fleming-Williams, for hosting a really fun alternative alternative data happy hour the night before. It was great to see the community growing & thriving, as everyone I talked to was very bullish on what's to come in 2025!
Now to the Down Side
"Delay, Deny, Depose"
- The shocking news of the murder/assassination of Brian Thompson, the United Healthcare CEO, and the subsequent manhunt hit hard for me last week for a couple reasons:
- It happened roughly 20 blocks from where I was that day, in such a brazen manner, and heightened the voices of those calling for the demise of Manhattan, my home. Spoiler alert: NYC's not nearly the dangerous dystopia talking heads try to sound the alarm about.
- Somehow, this situation is actually related to the alternative data industry. In 2022, United Healthcare purchased a prominent alternative data provider, Change Healthcare, for $8B but then in February of this year, announced a massive cybersecurity/data hack, resulting in a massive $1.6B writedown for UNH.H.
- Access to Change Healthcare's data across numerous large entities was revoked at that time, leading their clients (including many major institutional investors) scrambling for a replacement. I've heard most data buyers are still looking to fill that gap.
The latest updates from NYT on the UnitedHealthcare CEO Shooting
- This disruption not only exposed people's personal health information, but lead to severe billing/payment & claim submission delays, snowballing into healthcare service disruptions, and according the New York Times, criticism of the "health care companies for putting profits above care", which appeared on a handwritten manifesto by new suspect Luigi Mangione, a Data Engineer at TrueCar for the past few years.
- I never thought I'd feel compelled to write about a murder, let alone an assassination, especially in a humble alternative data blog. It's good to see that we at least have a suspect in custody now and am hoping we learn more about any motives and their evolution over the past few years of data breaches. Is this purely someone acting independently who feels slighted by the healthcare system (and its largest actor) or does it represent something more systemic to sociopolitical or economic landscape in this country? (more on sociopolitical upheaval below) An optimistic mind may think this can lead to some overdue intelligent technological reforms and required decentralization and security practices. Not sure how optimistic I am quite yet. ;)
The M Science & Yipit Fued
- Having been a party to an exceedingly-frivolous trade secrets case within the alternative data industry a while ago (maybe I'll post a full post-mortem on this in the future), I do have a strong perspective on this case between two true stalwarts in the alternative data space, M Science and Yipit, despite truly not having a horse in the race. I completely understand the instinct to value and closely protect your customer information & product planning documents and certainly don't believe former employees should have the right to take tangible materials owned by their former employer to their next job. This seems to be exactly what Yipit is asserting their former head of sales, Alex Pinsky, and Zachary Emmett, have done when moving onto a job at their former rival, M Science.
- However, in the US, there is basically no recourse for someone alleging a frivolous lawsuit based on assumptions and fear, designed to slow down their competition. Now, while I have no direct knowledge whether that is the case here, if Yipit is being truthful and not just hyperbolic about these files being "among Yipit's 'crown jewels'", they're revealing an acute weakness in their business.
- A healthy, growing business wouldn't or shouldn't worry too much about high-level sales employees leaving, as it doesn't change the ultimate product or its value proposition to their clients, and these types of legal proceedings are very expensive, monetarily and from the perspective of the number of hours they cost executives.
- More importantly, a mature alternative data product should and would speak for itself, having had the time to build trust with ongoing customers and prove its worth on an ongoing basis. Every data and research product should have to be continually resold every subscription cycle, based on its success during the subscription/trial period. For hegde funds, this is usually done through a broker vote period. If done correctly, relationships are activated or deactivated following the broker vote period and the subscription period elapsing.
- If you expect to use client relationships from a former employer for a free pass to subscribers for a new data product, you'll be very disappointed.
Sociopolitical Upheaval
There are so many high variance sociopolitical events happening around the world all at the same time right now, such as:
- Trump's reelection and the cascade of blusterous cabinet appointments, foreshadowing huge structural changes in the federal government.
- South Korea's brief stint last week in martial law & current leadership vacuum/instability.
- France's first toppled government since 1962 and scramble to gather a coalition of those excluding the far-left and far-right.
- The overthrow of Assad's reign of terror in Syria.
- Two large hot wars in the middle east and Ukraine, both seeming to be sitting on a knife's edge.
These events all underscore the importance of having access to unique, real-time, macroeconomic & sociopolitical indicators across geographies as any of these events could snowball in isolation, let alone in concert. I laid out this data request in my last newsletter, and am including a relevant data provider profile below.
Data Providers & Products
If any of the following data providers piques your interest for any reason, respond and I'll share additional materials & directly introduce you, if necessary.
BCMStrategy: Public Policy Quantified (Data Profile)
- Summary: Built by a former senior government official long-time DC insider, BCMStrategy's unique, patented methodology quantitatively measures sovereign language, such as government filings and policies/regulations, and anticipates the policy shifts and their effects on companies and entire industries/economies. This refactored product is just now more broadly coming to market after years of research, testing, and refining based on feedback from asset managers.
- Main Data Category: Public Policy
- Unique Value Propositions:
- Source materials are gathered directly from both ubiquitous and hard-to-find public sources.
- Data enrichment processes can also be licensed & leveraged on proprietary textual data sources.
- Historical Date Range: ~5 Years
- Frequency: Daily
- Coverage: 4,000+ tickers including the entire Russell 3000, currencies, & ETFs.
- Key Data Fields: Momentum Index, Posture, MACD, RSI, Rate of Change

New Data Providers
- Blue-Sky Nexus (Data Profile)
- Main Data Category: Financial Market Data
- Brief: Provides financial data and services to developers, financial institutions, and individual investors, offering datasets on equities, corporate actions, forex, and economic data.
- CLS Property Insight (Data Profile)
- Main Data Category: Location - Stores & Real Estate
- Brief: Provides property search, environmental risk, and title inspection data solutions for residential and commercial real estate transactions including flood risks, contaminated land reports, and planning permissions data.
- eWorldTrade (Data Profile)
- Main Data Category: Company Information
- Brief: Provides B2B marketplace data connecting wholesalers, manufacturers, and buyers, offering market research analytics, trade metrics, and supplier verification data through their digital platform to inform sourcing and procurement decisions.
- CNC Searches (Data Profile)
- Main Data Category: Company Information
- Brief: Provides company credit reports using D&B and Equifax data to analyze businesses' financial health, credit history, payment trends, and director backgrounds, offering insights for credit decisions and business partner evaluation.
New or Updated Data Products
- ExtractAlpha Unveils Analyst Model, a Breakthrough Stock Selection Signal for Institutional Investors by Julie Craig
- ExtractAlpha's initial analyst model, TrueBeats, was and still is pretty revolutionary. This supposed step function improvement in that product is astonishing, and could be particularly profitable for newer quant funds.
- You can now see climate risk data when shopping for a home on Zillow by Samantha Delouya
- I briefly subscribed to climate risk data to assess a house I ended up purchasing. Perhaps unsurprisingly, the US government's risk models seem extremely under-informed and to severely underestimate a house's risk, in comparison to well-built commercially-available climate risk models.
- Unacast Announces Strategic Partnership with SafeGraph to Bring Enhancements to the Unacast Insights Platform by Unacast
M&A + Funding
- GlobalData buys job data provider LinkUp as part of 3-year growth plan by Morningstar
- LinkUp, the most prominent job postings data provider in the alternative data industry is now under new ownership. Will this help them fight off the numerous challengers for this throne, including two prominent providers I know of that are about to be launched?
- FiscalNote Announces Sale Of Aicel Technologies, Inc. For $9.65 Million In Total Consideration by Business Wire
- A nice valuation data point for some more niche alternative data providers, valuing this South Korean company at about $10M!
- Private Equity Firm Buys Alliant As The Centerpiece To Its Platform Dreams by Anthony Vargas
- Another private equity firm (Inverness Graham) buying a data provider for multiple potential purposes.
- EarthDaily Analytics Announces Acquisition of Descartes Labs by Descartes Labs
- Advan Acquires Real Estate Intelligence by Business Wire
- Green Street Acquires IJGlobal, Leading Provider of Global Infrastructure Data, News and Events by Green Street
8 Data Providers Featured Recently, including:
- Change Healthcare (Data Profile)
- Main Data Category: Health Insurance
- Brief: Monitors and analyzes medical claims, and identifies prices and prescriptions from different providers.
- M Science (Data Profile)
- Main Data Category: Alternative Data-Driven Investment Research
- Brief: Aggregates third party data sets including web data and credit /debit card transaction data. Provides clean data and research.
- YipitData (Data Profile)
- Main Data Category: Alternative Data-Driven Investment Research
- Brief: Web data focused company that scrapes in-house and provides cleaned datasets and research.
Recent News, Blogs & Podcasts
25 Featured Articles, including:

My First Post in this Series about the Alternative Data Industry
- When does generative AI qualify for fair use? by Suchir Balaji
- This former OpenAI researcher alleges they broke copyright law and he was part of it. He then took the unprecedented initiative to attempt to scientifically explain the fair use doctrine for the AI age.
- The question of where fair/unfair use of underlying data sources within generative AI models starts/ends is one that needs to be figured out as soon as possible. Without clarity, highly-regulated, risk-averse organizations like large asset managers are being forced to eschew the potential benefits in lieu of regulatory/headline risk.
- How Google Spent 15 Years Concealing Its Internal Conversations by David Streitfeld
"The exhibits and testimony showed that Google took numerous steps to keep a lid on internal communications. It encouraged employees to put 'attorney-client privileged' on documents and to always add a Google lawyer to the list of recipients, even if no legal questions were involved and the lawyer never responded...
'Google had a top-down corporate policy of "Don’t save anything that could possibly make us look bad,"' she said. 'And that makes Google look bad. If they’ve got nothing to hide, people think, why are they acting like they do?'...
This year, the F.T.C. and the Justice Department’s antitrust division made it 'crystal clear' in an enforcement memo: Communications through messaging apps are documents and must be preserved if there is threat of litigation."
- The 2nd Abraham Thomas Episode by The Alternative Data Podcast
- Listening to this podcast inspired me to dissect in detail one of the best and most comprehensive posts I've ever seen on how to price a data asset, a topic near and dear to my heart. Stay tuned for a long-form post on my take on this. I appreciate Abraham Thomas for continuing to inspire following the successful exit of Quandl to NASDAQ.

- The ChinaScope Episode by The Alternative Data Podcast
"In this episode I speak to Tom Liu, founder of ChinaScope and invaluable guide to the Chinese market.
In our conversation, Tom and I discuss his data offering and the development of China’s attitudes towards data, as well as the buyers and sellers of alternative data in China today."
Featured Events
9 Upcoming Events, including:
- World Finance Conference's World Finance & Banking Symposium 2024 starts on Dec 16, 2024 in Abu Dhabi.
- (FREE) The Next Alternative Data Happy Hour in early Jan 2025
- Institutional Investor's Institutional Investor Summit: UK & Ireland 2025 starts on Jan 21, 2025 in London.
- I'd go to this if it wasn't across an ocean.
- BattleFin's BattleFin Discovery Day Miami 2025 starts on Jan 22, 2025 in Miami.
- You won't find a more fun party atmosphere/vibe-type conference in the alternative data industry. Highly recommended.
- Worldwide Business Research's Equities Leaders Summit 2025 starts on Feb 3, 2025 in Miami.
- Eagle Alpha's Eagle Alpha Alternative Data Conference New York 2025 starts on Feb 12, 2025 in New York.
- A constant in the alternative data event calendar.
32 Events Featured, including:
- Neudata's Neudata New York Winter Data Summit 2024 started on Dec 5, 2024 in New York.
- When asked by a data provider which of the usual suspect alternative data event channels is most worth investing in, my answer has to be Neudata.