“Quant is an indispensable tool, intelligently aggregating all the relevant information so that I have a complete view of my portfolio.”
As seen on the United States Investing Championship Leaderboard — 2024
BlackWillow is a research firm specializing in structural economics, causal transmission, and graph-based latent representation underlying observable market behavior. Our platforms and research products are built for market participants who require rigorous signal design over surface-level analysis.
Reach out to us at info@theblackwillow.com
“I evaluate vendor technology for a living — I don’t take claims at face value. What convinced me with BlackWillow’s Quant platform was being able to backtest the model’s own win-rate and profit data myself, as part of my own due diligence before ever committing real capital.”
“BlackWillow helps me move faster from broad market screening to actionable investment research without relying on scattered tools or manual analysis.”
“I used BlackWillow to track several stock ideas, including Workday, Monday.com, Fastly, and Appian. The platform made it easy to monitor forecasted upside, daily movement, and which ideas were performing positively in one place.”
“BlackWillow complements my daily trading workflow by adding a structured, forecast-driven research layer on top of my own analysis. Instead of relying only on manual screening, I use the platform to evaluate opportunities, compare signals, and make more informed decisions.”
“Quant is an indispensable tool, intelligently aggregating all the relevant information so that I have a complete view of my portfolio.”
“I evaluate vendor technology for a living — I don’t take claims at face value. What convinced me with BlackWillow’s Quant platform was being able to backtest the model’s own win-rate and profit data myself, as part of my own due diligence before ever committing real capital.”
“BlackWillow helps me move faster from broad market screening to actionable investment research without relying on scattered tools or manual analysis.”
“I used BlackWillow to track several stock ideas, including Workday, Monday.com, Fastly, and Appian. The platform made it easy to monitor forecasted upside, daily movement, and which ideas were performing positively in one place.”
“BlackWillow complements my daily trading workflow by adding a structured, forecast-driven research layer on top of my own analysis. Instead of relying only on manual screening, I use the platform to evaluate opportunities, compare signals, and make more informed decisions.”
50+
Years of market data
Underpinning the signal library
USIC
2024 Leaderboard
United States Investing Championship
80%
Average Win Rate
Short-Term Forecast and Long-Term Macro Accuracy
3
Research tiers
Quant · Macro · Institutional Research
Research Principles
01
Causality over correlation
Markets are governed by structural relationships, not statistical coincidence. We model transmission, not surface-level association.
02
Structure before narrative
Price behavior follows latent architecture that organizes long before consensus narratives emerge. We work at the structural level.
03
Signals over noise
Disciplined signal design — weighted, validated, and horizon-aware — is the foundation of every output we produce.
04
Elegant models, meaningful conclusions
Complexity without clarity serves no one. We build sophisticated frameworks and distil them into precise, actionable intelligence.
Research instruments for structural edge.
A focused suite of tools engineered for market participants who require rigorous signal design, causal context, and transmission-aware intelligence across all market conditions.
Quant
For active market participants
LiveA quantitative research platform covering U.S. equities with daily long and short forecast books, multi-horizon price targets, and sector propagation modeled through graph-based architectures spanning five decades of market data.
- Daily long / short forecast books across U.S. equities
- 5D, 10D, 15D, and 20D directional price targets with validation history
- Cross-sector transmission and structural dependency mapping
- Stock-level drilldowns with fundamentals, regime context, and live news
- Willow Assistant — an integrated research companion powered by Claude
Macro
For macro-oriented researchers
NewA regime-intelligence model to monitor liquidity conditions, rate dynamics, inflationary pressure, and policy transmission through a structured causal framework — updated daily with event-impact and signal timeline views.
- Daily macro regime scorecard with structured signal hierarchy
- Liquidity, rates, inflation, and policy pressure monitoring
- Event-impact modeling and policy transmission analysis
- Signal timelines for identifying and navigating regime transitions
Research
For asset managers and hedge funds
InstitutionalAn institutional research framework combining mathematical optimization, structural economics, and advanced signal design — purpose-built for systematic investment processes, portfolio construction, and risk budgeting at scale.
- Optimization pipelines for portfolio construction, allocation, and risk budgeting
- Economics-led regime modeling with transmission-aware factor decomposition
- Hedge-fund-grade signal design and validation infrastructure
- Bespoke research engagements and contracted workflows
Approach
From roots to regimes.
Markets generate observable outcomes — price, volume, volatility — that most participants analyze directly. BlackWillow works at a deeper layer, modeling the latent structural relationships that organize these outcomes before they become legible to consensus.
Our methodology is grounded in causal inference rather than correlation mining. Where conventional quantitative research identifies statistical regularities, we interrogate transmission pathways: how shocks propagate across sectors, how policy pressure flows through the rate complex, how structural dependencies between assets create predictable regime dynamics.
The willow is an apt emblem. Its visible movement — branching, recursive, responsive — is governed by root architecture that runs far deeper than the surface suggests. We build models that respect that relationship: rigorous at the foundation, precise at the surface.
Careers
MBA Intern, Growth & Partnerships
We are looking for an MBA intern to support growth, outreach, partnerships, and market strategy. This role is ideal for someone interested in fintech, AI, investing, startups, and early-stage go-to-market execution.
Responsibilities
- Research and identify target customer segments, communities, partners, and outreach channels
- Build and execute outreach campaigns across LinkedIn, email, Reddit, X, finance communities, and other relevant channels
- Help refine messaging, positioning, and launch strategy
- Identify potential B2B customers, including fintech firms, family offices, funds, advisors, and research platforms
- Track outreach performance and recommend improvements
- Support content and campaign strategy for product awareness and adoption
Qualifications
- Current MBA student or recent MBA graduate
- Strong written communication and research skills
- Interest in AI, fintech, investing, quantitative research, or startup growth
- Comfortable operating in an early-stage environment with ambiguity
- Prior experience in marketing, sales, consulting, finance, venture, or product strategy is a plus
Why Join
- Work directly with the founder on a live AI/quant research product
- Own real growth and outreach initiatives
- Gain hands-on experience in fintech GTM, startup strategy, and early customer discovery
- Help shape the distribution strategy from the ground up
To apply, email careers@theblackwillow.com with your resume and a short note explaining your background, why you are interested in BlackWillow, and any relevant experience in growth, marketing, finance, or startups.
Apply by EmailAbout
Independent research on structure, causality, and market behavior.
BlackWillow is an independent quantitative research firm. We do not manage capital, provide investment advisory services, operate as a broker-dealer, or offer personalized financial recommendations of any kind. Our work is research — rigorous, transparent, and designed to inform rather than direct.
Inquiries regarding institutional research access, enterprise licensing, or bespoke advisory engagements are welcomed directly.
Disclaimer: All research outputs, forecasts, and platform data produced by BlackWillow are provided solely for informational and analytical purposes. They do not constitute investment advice or a recommendation to buy, sell, or hold any security or financial instrument. Past forecast performance does not guarantee future results.
info@theblackwillow.com