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ER
Equity Research Lab Strategy workstation

Systematic equity research, end to end.

Score universes, build model portfolios, backtest strategies, and monitor mandates across US and India markets.

Hypothetical research simulations — not investment advice.

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Demo accounts: jay / jay · sudeep / sudeep · meet / meet
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Equity Research Lab Strategy workstation
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Research mode Hypothetical simulations — not investment advice.

Strategy Overview

Loading model research state...

Mode params

Tune the portfolio-construction params for this combination. Blank = inherit the global mode default. Run Snapshot / Backtest use these.

Mandate:

Positions & Rebalance

Review the proposed rebalance before applying.

Added Modified Removed Unchanged
Symbol Security Sector Change Current Proposed Δ
Symbol Quantity Price Current Value Cost Basis Unrealized Return Target Weight Actual Weight Rebalance

Loading the latest snapshot...

LSEG Live Prices
Rank Symbol Security Sector Target Actual Qty Price Value P&L Score Adjusted

No paper portfolio generated yet.

What-if Backtest

Run a backtest to hold the current/suggested holdings over the past year vs the benchmark.

Equity Curve

Drawdown

Period Returns

Risk Exposure rolling 21d volatility, annualized

Simulated Return Path

From To Period Return Cumulative

Rebalance History

Audit trail of pre → suggested → final rebalances.

Proposed Strategy Prior Suggested Status Decided

AI Portfolio Validation

DeepSeek review of this portfolio's positions, returns, rebalance drift, and risk flags.

Run validation to review the current holdings.

Stop-Loss Events

No stop-loss events yet.

Time Scope Symbol Entry Trigger Loss Action Realized P&L

Live Account

Holdings Mix

Paper Account

Generated Exposure

Paper Performance

Generate or refresh a paper portfolio to calculate returns.

Captured Total Value P&L Total Return Period Return Drawdown Invested Cash

Research Files

Saved artifacts from this portfolio's last analyses.

Ending Equity -
CAGR -
Max Drawdown -
Win Rate -
Beat Rate -
Gross Exposure -
Avg Turnover -
Latest Return -
Net Exposure -
Benchmark Return -

Covariance Risk

Run a research snapshot to generate covariance analysis.

Portfolio Vol -
Avg Correlation -
Div Ratio -
Risk Bets -

Top Risk Contributors

Strategy Comparison

Latest available backtests across the current research universes.

Strategy Positions Ending Equity CAGR Volatility Max Drawdown Gross Net

Assumptions & Disclosures

Use these constraints when interpreting model output or presenting the research product.

Research Scope

Outputs are model portfolios, rankings, risk measures, and historical simulations for research and education.

Backtest Limits

Backtests are hypothetical and depend on available data, transaction-cost assumptions, rebalance rules, and universe definitions.

Short Book Limits

Long-short simulations include dividend-adjusted price returns and dividend attribution, but do not yet include borrow availability, borrow fees, short rebates, or margin interest.

Data Roadmap

Production use needs institutional-grade market, fundamental, news, and point-in-time historical data.

Mandate management

New Mandate

Create reusable mandates and attach them to portfolios.

Investible Universe
Override mode defaults optional

Blank = inherit the global default for this mode. Applies to this mandate only.

Allowed sectors & target weights optional

Tick the sectors a portfolio may hold, and optionally set a target weight (%) for any sector.

Daily stop-loss optional
Notes optional

Your Mandates

Strategy Lab

Backtest This Mandate Across Strategies

Select a mandate, pick the strategies to test, and find the sweet spot.

Logics

Model Portfolio

No portfolio generated yet.

Rank Side Symbol Sector Weight Score News Beta Vol RSI

Sector Exposure

Research Files

Equity Curve

Strategy value versus benchmark over the full backtest window.

Drawdown

Peak-to-trough loss path for strategy and benchmark.

Period Returns

Monthly or weekly strategy return bars.

Risk Exposure

Gross exposure after any risk overlay scaling.

Strategy Drawdown Comparison

Peak-to-trough loss across all backtest variants and the benchmark.

Simulated Return Path

Signed weights are applied to each period's stock returns.

From To Strategy Return Dividend Return Benchmark Return Stops Turnover Equity

Backtest Latest Holdings

No backtest generated yet.

Side Rank Symbol Weight Score

Rebalance Trade Log

Entries and exits at each monthly rebalance.

Date Positions Entered Exited

Earnings Season Overlay

Scan upcoming earnings and classify setup strength before events.

Symbol Date Setup Action Core Wt Overlay Final Wt Beat Rate Avg Reaction EPS Rev ML Up News

Earnings Overlay Backtest

Latest baseline vs earnings overlay simulation.

Overlay Equity -
Incremental Return -
Event Win Rate -
Active Events -
Research Action Events Correct Win Rate Avg Reaction Avg Incremental

Bad Earnings Short Drift

Post-confirmation short strategy after negative earnings surprises.

Ending Equity -
Win Rate -
Avg Trade -
Event Sharpe -

Equity Curve

Variant Sweep

Variant Hold Trades Win Avg Sharpe DD

Largest Winners

Date Symbol Surprise Short Return

Largest Losers

Date Symbol Surprise Short Return

Good Earnings Long Drift (PEAD)

Post-confirmation long strategy after positive earnings surprises.

Ending Equity -
Win Rate -
Avg Trade -
Event Sharpe -

Equity Curve

Variant Sweep

Variant Hold Trades Win Avg Sharpe DD

Largest Winners

Date Symbol Surprise Long Return

Largest Losers

Date Symbol Surprise Long Return

Security Analysis

Search a ticker or company, or select a symbol from a portfolio table.

    Select a row to inspect earnings, indicators, score, and weight logic.

    Live Market engine stopped

    Delayed data: this feed is ~15 minutes behind the market. Signals are for research, not execution timing.

    Watchlist

    SymbolLastChg% EMA20EMA50RSI vs VWAPDay rangeLast signal

    Signals

    Symbol

    Order Ticket

    Symbol-
    Side-
    Notional-
    Stop suggestion-
    Target suggestion-

    Automation

    TimeStrategySymbolSideNotionalDecisionReasons

    Automation Positions

    SymbolQtyAvg entryLastUnrealized P&LStopTarget

    Orders

    TimeSymbolSideQtyLimitFilledModeStatusDetail
    Monte Carlo diversification study

    How many securities should a portfolio hold?

    Loading the latest Monte Carlo run...

    Diversified regime
    Recommended Range - -
    Peak Sharpe Size - -
    Benchmark Sharpe - -
    Universe / Window - -

    Our strategy by number of stocks (vs benchmark)

    Top-N names by model score, equal-weight, monthly-rebalanced. The benchmark row is shown for comparison; the best risk-adjusted rows are highlighted.

    # Stocks CAGR Volatility Sharpe Max DD vs Bench (CAGR)

    Risk-Adjusted Return (median Sharpe)

    Median Sharpe across random baskets per size. Shaded band = recommended range.

    Outcome Dispersion (diversification benefit)

    Std-dev of total return across baskets. The drop = idiosyncratic risk being diversified away.

    Portfolio Volatility (median)

    Annualized volatility actually experienced, by portfolio size and sector regime.

    CAGR Outcome Spread (diversified regime)

    p5-p95 and p25-p75 bands with the median. The fan narrows as the portfolio diversifies.

    Sectors × securities

    Each cell is a portfolio of N securities spread across exactly S GICS sectors. Does spreading wider actually reduce risk?

    Single-Sector Portfolios (all 11 GICS sectors)

    How the size-vs-risk curve looks if the whole portfolio is concentrated in one sector. Each line is a sector; the curve stops where the sector runs out of names.

    Risk-Adjusted Return by Sector (median Sharpe)

    Sharpe of single-sector equal-weight baskets versus how many names are held.

    Outcome Dispersion by Sector

    Within-sector idiosyncratic risk. Higher = riskier to pick the wrong names in that sector.

    Sector ranking by median Sharpe

    Single-sector portfolios compared at a common size all sectors can fill.

    Outcomes by Size & Sector Regime

    Median statistics across all Monte Carlo trials, per portfolio size and sector-exposure regime.

    Size Sector Regime Trials Median CAGR Median Vol Median Sharpe Median Drawdown Dispersion Avg Sectors

    Pipeline runs

    Re-run a job

    Queued to the background worker — long ingests do not block the page. Watch the run appear above.

    Data freshness what each table actually holds

    Bar gaps

    Source attribution which feed served, came back empty, or failed

    Investor profile

    Risk Profiling Questionnaire

    Answer the questions to determine your behavioural risk profile.

    Your risk profile —

    Investment defaults (optional)

    Used to pre-fill new paper portfolios. Stop-loss is set from your risk profile.

    Model outputs are hypothetical research artifacts, not personalized investment advice or trade instructions.

    New Portfolio

    Type

    Generate / Rebalance

    Universes are pre-selected from this portfolio's mandate. Pick one or more to run this rebalance against — your choice is recorded in the rebalance history.

    Investible universe

    Connect broker

    Choose your markets

    Select the markets you want to track. You can change this later from your Profile.

    News Story