Reddit Scrape Analysis — 2026-03-30 #
Source: 54 subreddits, 563 unique tickers extracted
Cross-day persistence check: Mar 27-30 (4 days)
Framework: Graham defensive filters + Paleologo IC/backtesting rigor + ACE playbook
Pipeline Summary #
| Stage |
Count |
Description |
| Stage 1: Extract |
563 |
Unique tickers from all subs, weighted scoring |
| Stage 2: Quality filter |
12 |
Value/fundamental-aligned from quality subs |
| Stage 3: Thread analysis |
7 |
Full DD read + comment counter-arguments |
| Stage 4: Agent verification |
4 |
DPZ, WEN, DG, FLNT via stock-data-analyst |
Verified Results #
DPZ (Domino's Pizza) — WATCHLIST at $300 #
- Current: $352.94, -29% from 52wk high, fresh low 3 days ago
- Valuation: Trailing P/E 20.1x (6.6th percentile 15yr), Forward P/E 16.4x, P/FCF 17.7x
- Graham IV: Break-even growth 5.8%, MOS only 13% at historical 7.2% EPS CAGR
- Quality: FCF margin expanding (10.9%→13.6%), 35% FCF growth, 15%/yr dividend growth
- Balance sheet: Net debt/EBITDA 4.3x, negative equity (structural, buyback-driven)
- Insiders: Zero purchases, mild selling by CFO at $391-396
- Short interest: 9.2% of float, rising +29% MoM (shorts adding with conviction per shr-023)
- Reddit accuracy: Mostly correct on metrics, fair characterization
- Verdict: Quality franchise at reasonable but not cheap valuation. Needs 15-20% further decline for compelling Graham entry. Alert set at $300 (break-even growth drops to ~4.5%, MOS ~20% at 7% growth).
DG (Dollar General) — WATCHLIST at $105 #
- Current: $117.84, -52% from ATH, but +40% from $84 trough (recovery underway)
- Valuation: Trailing P/E 17.2x, Forward P/E 16.3x (on guidance), P/FCF 11.1x (best of the 4)
- FCF yield: 9.0% — genuinely attractive
- Shrink inflection: Self-checkout removal contributed 62 bps margin improvement in Q4. Q4 SSS +4.3% confirmed, operating profit +106% YoY confirmed.
- Balance sheet: Financial net debt/EBITDA ~1.3x (excluding store leases), manageable
- Insiders: All selling (exercise-and-sell), zero open-market purchases
- Forward guidance: $7.10-7.35 EPS = 10% cut below consensus (key negative)
- CEO transition: JJ Fleeman (grocery exec from Ahold Delhaize) starting Jan 2027. Strategy signal: lean into consumables/fresh.
- Short interest: Only 4.5% — not a factor
- Reddit claims verified: P/E 17x ✓, SSS +4.3% ✓, Operating profit +106% ✓ (but Q4-only, not full year)
- Per shr-034: Shrink inflection = one RED→GREEN flip. CEO transition = still RED. Wait for Q1 FY2026 earnings (mid-June) before sizing.
- Verdict: Best risk/reward of the 4. If margins recover to 7-8% over 3yr, EPS could reach $10+ (70%+ upside). Alert set at $105.
WEN (Wendy's) — PASS (Value Trap) #
- Current: $6.78, -71% from ATH, 6-year low
- Reddit claims debunked:
- 55% SI → actual 24.9% (yfinance data artifact)
- 9.8% yield → actual 8.3% (dividend cut 44% in Feb 2026)
- U.S. same-store sales: -11.3% in Q4 2025 — in freefall
- EPS guidance: $0.56-0.60 in 2026, down 30-33% from $0.85
- Net debt/EBITDA: 7.3x — dangerously overleveraged
- Analyst consensus: Every analyst cut PTs unanimously post-Q4. Two at Sell.
- Trian/Peltz: Sold $51.5M at $17 in Aug 2024, now "undervalued" at $6.78. Messaging, not buying.
- Per shr-034: All flags RED, no catalyst to flip any.
- Verdict: Cheap on trailing metrics that are declining rapidly. Classic value trap.
FLNT (Fluent Inc) — PASS (Misleading Reddit DD) #
- Current: $3.12, market cap $92M
- Reddit claims debunked:
- "6 insiders buying, 38 purchases" → actually 1 beneficial owner (Geygan/Global Value Investment Corp, a 10%+ holder)
- CEO sold $546K at $1.81 in June 2025 (bearish)
- Dilution: Shares grew 75% in 12 months (16.9M → 29.5M)
- EBITDA profitability: Promised and retracted twice
- Earnings: 4 consecutive quarters of EPS misses
- Cash: Only $9.2M with ongoing losses — more dilution inevitable
- Per shr-025: Active equity issuance = structural ceiling on price appreciation
- Per shr-035: Controlling shareholder buying is a 50% weaker signal than independent director buying
- Verdict: Business transformation is real (CMS growing 100%+) but the insider narrative is manufactured. Wait for profitability, not promises.
Other Notable Signals (Not Verified) #
- AGX (Argan): Data center power plant builder, record backlog, +81% YTD, mentioned in 4 subs across 4 days. Interesting low-correlation play but likely expensive after the run.
- PRX (Prosus): 42% NAV discount, Netherlands-listed. Interesting but complex holding company with China (Tencent) exposure.
- SOFI: S&P 500 inclusion thesis. Most persistent signal across all 4 days (5→6→7→8 mentions). Not investigated — growth stock, not Graham-aligned.
- RCKT: FDA approved but dropped 20% — sell-the-news (per shr-029). Interesting for PDUFA scanner methodology but not actionable.
Framework Validation #
shr-026 confirmed (4th consecutive scrape): 3/4 verified reddit theses had material misrepresentations:
- WEN: SI overstated 2.2x, yield overstated 18%, dividend cut omitted
- FLNT: Insider count overstated 6x, CEO selling omitted, dilution omitted
- DG: Claims accurate but framing misleading (Q4-only painted as full-year trend)
Reddit signal IC ≈ 0: Per Paleologo Ch. 9.5, the Information Coefficient of reddit stock picks is near zero — the signal-to-noise ratio is too low for actionable trading. Reddit remains useful only as Stage 1 lead generation (per tool-006).
Watchlist Alerts Set #
DPZ-ENTRY: below $300 — Graham entry zone
DG-ENTRY: below $105 — Post-inflection value entry
Next Actions #
- [ ] Monitor DG Q1 FY2026 earnings (mid-June 2026) for margin recovery continuation
- [ ] Monitor DPZ Q1 2026 earnings (late April/May) for US SSS trend
- [ ] If either alert triggers, run full shr-020 same-day red flag check before any position