{
  "engine": "russell-recon-frontrun",
  "version": "1.0",
  "as_of": "2026-05-20T14:24:21.032215Z",
  "calendar_phase": "PRE_ANNOUNCEMENT",
  "rebal_friday": "2026-06-26",
  "days_to_rebal": 37,
  "confidence_multiplier": 0.9,
  "signal_strength": 95,
  "universe_size": 983,
  "aum_benchmarked_usd_bn": {
    "russell_1000": 4200,
    "russell_2000": 950,
    "russell_3000": 480,
    "total": 5630
  },
  "summary": {
    "n_adds_r3000": 25,
    "n_deletes_r3000": 0,
    "n_upcaps": 0,
    "n_downcaps": 0,
    "n_borderline": 0,
    "n_prior_snapshot_size": 0
  },
  "trigger_conditions": [
    {
      "name": "Calendar in active window (Apr-Jun)",
      "current": "PRE_ANNOUNCEMENT",
      "threshold": "PRE_ANNOUNCEMENT or later",
      "satisfied": true,
      "weight": 0.4
    },
    {
      "name": "Prior rank snapshot available",
      "current": 0,
      "threshold": 1000,
      "satisfied": false,
      "weight": 0.3
    },
    {
      "name": "Adds R3000 identified",
      "current": 25,
      "threshold": 5,
      "satisfied": true,
      "weight": 0.2
    },
    {
      "name": "Days to rebal < 45",
      "current": 37,
      "threshold": 45,
      "satisfied": true,
      "weight": 0.1
    }
  ],
  "forward_expectations": {
    "1m": {
      "return_pct": 2.5,
      "win_rate_pct": 65,
      "basis": "Madhavan-Ming 2003 + 2010-2024 Russell recon alpha studies"
    },
    "3m": {
      "return_pct": 4.0,
      "basis": "Russell rebal forward path captures front-run + reversal"
    },
    "12m": {
      "return_pct": 9.0,
      "basis": "SPX baseline (Damodaran NYU 1928-2024)"
    }
  },
  "forward_expectations_priors": {
    "ADD_R3000": {
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71,
      "academic_basis": "Petajisto (2011), Madhavan (2003); avg of 22yrs"
    },
    "DELETE_R3000": {
      "expected_return_to_rebal_pct": -8.1,
      "expected_return_1m_pct": -5.0,
      "expected_return_3m_pct": -4.5,
      "expected_return_12m_pct": -3.0,
      "win_rate_pct": 68,
      "academic_basis": "Beneish-Whaley (1996), Russell internal (2023)"
    },
    "UPCAP_R2K_TO_R1K": {
      "expected_return_to_rebal_pct": 2.8,
      "expected_return_1m_pct": 1.8,
      "expected_return_3m_pct": 3.5,
      "expected_return_12m_pct": 7.0,
      "win_rate_pct": 63,
      "academic_basis": "Russell research (2023)"
    },
    "DOWNCAP_R1K_TO_R2K": {
      "expected_return_to_rebal_pct": -3.5,
      "expected_return_1m_pct": -2.5,
      "expected_return_3m_pct": -3.0,
      "expected_return_12m_pct": 1.5,
      "win_rate_pct": 65,
      "academic_basis": "Russell research; mean-reversion lift after"
    }
  },
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      {
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      {
        "symbol": "PTN",
        "name": "Palatin Technologies, Inc.",
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      {
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      {
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      {
        "symbol": "BRK-A",
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      {
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      {
        "symbol": "V",
        "name": "Visa Inc.",
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      {
        "symbol": "JNJ",
        "name": "Johnson & Johnson",
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      {
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        "name": "Oracle Corporation",
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    ],
    "deletes_r3000": [],
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    "borderline": []
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  "top_long_setups": [
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      "symbol": "UMAC",
      "name": "Unusual Machines, Inc.",
      "mcap": 464004674.0,
      "price": 13.77,
      "exchange": "AMEX",
      "sector": "Financial Services",
      "industry": "Shell Companies",
      "country": "US",
      "rank": 980,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 85.5,
      "estimated_flow_usd": 142118490.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    },
    {
      "symbol": "NINE",
      "name": "Nine Energy Service, Inc.",
      "mcap": 454763400.0,
      "price": 10.5,
      "exchange": "AMEX",
      "sector": "Energy",
      "industry": "Oil & Gas Equipment & Services",
      "country": "US",
      "rank": 981,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 85.5,
      "estimated_flow_usd": 139288010.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    },
    {
      "symbol": "RLGT",
      "name": "Radiant Logistics, Inc.",
      "mcap": 392683486.0,
      "price": 8.385,
      "exchange": "AMEX",
      "sector": "Industrials",
      "industry": "Integrated Freight & Logistics",
      "country": "US",
      "rank": 982,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 85.5,
      "estimated_flow_usd": 120273754.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    },
    {
      "symbol": "PTN",
      "name": "Palatin Technologies, Inc.",
      "mcap": 378904506.0,
      "price": 14.57,
      "exchange": "AMEX",
      "sector": "Healthcare",
      "industry": "Biotechnology",
      "country": "US",
      "rank": 983,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 85.5,
      "estimated_flow_usd": 116053435.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    },
    {
      "symbol": "NVDA",
      "name": "NVIDIA Corporation",
      "mcap": 5426366471409.0,
      "price": 224.04,
      "exchange": "NASDAQ",
      "sector": "Technology",
      "industry": "Semiconductors",
      "country": "US",
      "rank": 1,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 76.5,
      "estimated_flow_usd": 1662024230636.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    },
    {
      "symbol": "GOOGL",
      "name": "Alphabet Inc.",
      "mcap": 4670313214939.0,
      "price": 386.14,
      "exchange": "NASDAQ",
      "sector": "Communication Services",
      "industry": "Internet Content & Information",
      "country": "US",
      "rank": 2,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 76.5,
      "estimated_flow_usd": 1430455124767.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    },
    {
      "symbol": "GOOG",
      "name": "Alphabet Inc.",
      "mcap": 4637536116445.0,
      "price": 383.43,
      "exchange": "NASDAQ",
      "sector": "Communication Services",
      "industry": "Internet Content & Information",
      "country": "US",
      "rank": 3,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 76.5,
      "estimated_flow_usd": 1420415933313.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    },
    {
      "symbol": "AAPL",
      "name": "Apple Inc.",
      "mcap": 4403489639140.0,
      "price": 299.815,
      "exchange": "NASDAQ",
      "sector": "Technology",
      "industry": "Consumer Electronics",
      "country": "US",
      "rank": 4,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 76.5,
      "estimated_flow_usd": 1348730594988.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    },
    {
      "symbol": "MSFT",
      "name": "Microsoft Corporation",
      "mcap": 3066236022472.0,
      "price": 412.7704,
      "exchange": "NASDAQ",
      "sector": "Technology",
      "industry": "Software - Infrastructure",
      "country": "US",
      "rank": 5,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 76.5,
      "estimated_flow_usd": 939147511148.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    },
    {
      "symbol": "AMZN",
      "name": "Amazon.com, Inc.",
      "mcap": 2822050961010.0,
      "price": 262.3431,
      "exchange": "NASDAQ",
      "sector": "Consumer Cyclical",
      "industry": "Specialty Retail",
      "country": "US",
      "rank": 6,
      "implied_index": "R1000",
      "prior_rank": null,
      "rank_delta": null,
      "migration_type": "ADD_R3000",
      "edge_score": 76.5,
      "estimated_flow_usd": 864356858683.0,
      "expected_return_to_rebal_pct": 9.1,
      "expected_return_1m_pct": 5.0,
      "expected_return_3m_pct": 7.5,
      "expected_return_12m_pct": 12.0,
      "win_rate_pct": 71
    }
  ],
  "top_short_setups": [],
  "recommended_trade": {
    "primary": {
      "instrument": "LONG basket: UMAC, NINE, RLGT, PTN, NVDA (equal-weight)",
      "direction": "LONG",
      "thesis": "FTSE Russell rebalance Friday is in 37 days. Predicted Russell 3000 ADDITIONS receive forced buying from $480B + $950B benchmark funds in the final week. Historical mean +9.1% to rebal close.",
      "size_guidance": "0.5-1% per name, max 5% in basket",
      "max_loss": "Position-level stop -8% per name",
      "expected_horizon": "Hold to rebal Friday (37 days)",
      "expected_return_basis": "Petajisto (2011), 22 years of R3000 adds"
    },
    "options_alt": {
      "instrument": "Calls on liquid names in basket: UMAC 60-90 DTE 10% OTM",
      "thesis": "Options on liquid adds capture the mechanical move with defined risk.",
      "max_loss": "Premium paid"
    },
    "short_alt": {
      "instrument": "SHORT basket: \u2014",
      "direction": "SHORT",
      "thesis": "Predicted Russell 3000 DELETIONS face forced selling at recon. Avg historical decline -8.1% over the window.",
      "size_guidance": "0.25-0.5% per name"
    },
    "exit_rules": [
      "Exit ALL positions at close on rebal Friday (2026-06-26)",
      "Trim 50% if any single name runs >+15% before rebal week",
      "Hard stop -8% per name (thesis broken)",
      "Avoid overnight risk on individual deletes < $300M mcap (gappy)"
    ]
  },
  "why_now_explainer": "**FTSE Russell rebalance is in 37 days** (phase: PRE_ANNOUNCEMENT). Approximately **$5630B** in benchmark AUM will mechanically buy or sell names crossing index thresholds at the close of rebal Friday.\n\n**25 predicted Russell 3000 additions** ranked by edge score. Top setup: **UMAC** (mcap $0.5B). Academic literature (Petajisto 2011, Madhavan 2003) shows R3000 adds average **+9.1%** to rebal Friday with 71% win rate.\n\n**Why this works for retail:** the rules are mechanical and public. Anyone with mcap data can predict the rebalance list. But most retail never knows it exists \u2014 they only see the price move.",
  "methodology": "Pull US equity universe via FMP screener (mcap > $50M, NYSE/NASDAQ/AMEX). Rank by mcap descending as a proxy for FTSE Russell's float-adjusted mcap (correlation ~0.97). Persist rank snapshot in SSM; on each subsequent run, compare current rank vs prior to identify migrations across Russell index boundaries. Score by migration type, mcap, and rank delta. Apply calendar-aware confidence multiplier (peaks May-June). Forward expectations from academic literature (Petajisto 2011, Madhavan 2003, Beneish-Whaley 1996, Russell research 2023).",
  "sources": [
    "FMP /stable/company-screener (US equity universe)",
    "FTSE Russell methodology documents (Russell 1000/2000/3000)",
    "Petajisto (2011), Madhavan (2003), Beneish-Whaley (1996)"
  ],
  "schedule": "Weekly Mon 18:00 UTC, plus daily during ANNOUNCED_HIGH_CONVICTION phase",
  "run_duration_seconds": 0.45
}