Paper-traded, live-logged
Quant research,
made by data + AI.
Your investment decisions: informed, not dictated. Built by experts and frontier AI: transparent, algorithmic strategies for people who research before they trade.
Educational content based on quantitative analysis. Not investment advice. Past performance does not guarantee future results.
What you get with Dataurora.
A subscription to the research, not a tip line. Every strategy is published with the full evidence behind it: the rules, the live paper track, and the reasoning for each pick. You decide what to do with it.
- 1
Strategies you can audit
Rules first, not tips. Each strategy's methodology is written out step by step and frozen up front — changes are pre-registered before they ship.
- 2
A live track record, not a screenshot
Picks are executed on a real IBKR paper account and marked daily, under live risk controls: position sizing and drawdown halts mean the book can hold fewer names than the published ranking. Backtest and live results are labelled separately, never blended into one flattering number.
- 3
Every pick, fully shown
The rank, the exact factor values the algorithm saw, and an AI research card with a verdict and two material risks, for each name.
- 4
Plain language and pro depth
A headline anyone can read, with drill-down to factor-level rigor. The downside is always visible, never buried.
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Replicable by a small account
Every book is sized so an individual could mirror it: whole shares only, a per-market share-price ceiling, and liquidity floors tied to a fixed entry ticket. If a pick can't be bought at that size, it doesn't enter the book.
Rules frozen up front. Logged live, daily.
Every live pick is logged, every fill is recorded from the broker's paper-trading engine, every drawdown is marked daily on the account. Backtests, where published, are walk-forward and out-of-sample — and always labelled as backtests.
BN
Bottleneck Solvers
All books · live paper · % since each book's launch
View picks + methodology →
AU
Analyst Upside
All books · live paper · % since each book's launch
View picks + methodology →
QM
Quality Momentum
All books · live paper · % since each book's launch
View picks + methodology →
3 strategies live in paper. More on the roadmap.
BN
Bottleneck Solvers
Companies relieving the economy's structural shortages: AI compute and power, critical minerals, advanced chips. Picked for forward growth, widening margins, and a reasonable price. Signal-driven, rebalanced daily.
new · first signal rebalance soon
4 books · USD · EUR
AU
Analyst Upside
Composite of EPS revisions, insider purchases, analyst target spread, and momentum acceleration. Signal-driven, rebalanced daily.
new · first signal rebalance soon
6 books · USD · EUR · PLN
QM
Quality Momentum
12-1 momentum filtered by a binary quality screen: ROE TTM, profit margin, market cap. Signal-driven, rebalanced daily.
new · first signal rebalance soon
6 books · USD · EUR · PLN
Research backlog
Next strategies
An earnings-surprise overlay and a post-earnings-drift strategy are under research. Researched, not promised: a strategy ships only after its rules freeze and a live paper track starts.
The people behind Dataurora.
Two operators, hands-on. One sets the investment strategy; one builds the platform it runs on.
Investment strategy · Community
Angelina Trofimova
Sets the investment direction: every strategy on this site started as her thesis. Four years in Point72's data platform, after Goldman Sachs' market-data team, building the systems institutional desks run on. She also leads a women-in-finance investing community in Poland.
Platform · AI Engineering
Alevtyna Vasiutina
Built the Dataurora platform end to end: the data warehouse, the strategy engine, the three-model AI research council, the IBKR execution. Fourteen years as an enterprise data architect shaped its one non-negotiable: every number on this site is reproducible from logged decisions.