FORREAST — Strategic Management Research

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Forreast Landscape Score Header

```
===========================================================
FORREAST LANDSCAPE SCORE: Us Country
Aggregate lead score: 82.5/100
Companies analyzed: 20
Candidate pool size: 24974
Assessment date: 2026-08-20
Randomization seed: 804223ca8474a6ab
===========================================================
```

---

Scope Definition & Methodology

Scope dimension: country = 'US'
Candidate pool: 24974 leads matched in `leads` table (status != disqualified).
Selection method: Signal-priority weighted randomized cut.

Step 1: Filter leads by country match on industry/country.

Step 2: Rank by open signal count DESC (data-rich first), then score_overall DESC.

Step 3: Select top 20 entities (capped at 20).

Step 4: No exclusions applied post-filter.

Randomization seed: `804223ca8474a6ab` (SHA256 of "US|country|2026-08-20")
Selection criteria: leads WHERE LOWER(country) match 'US' AND status != 'disqualified', ordered by signal_count DESC, score_overall DESC, LIMIT 20

---

Aggregate Comparison Matrix

#	Company	Industry	Country	Lead Score	Signals
1	BOEING CO	3721 - Aircraft	US	82.5	1
2	ELECTRO SENSORS INC	3823 - Industrial Instruments For Measurement, Display, and Control	US	82.5	0
3	ERICSSON LM TELEPHONE CO	3663 - Radio & Tv Broadcasting & Communications Equipment	US	82.5	0
4	SELECTIVE INSURANCE GROUP INC	6331 - Fire, Marine & Casualty Insurance	US	82.5	0
5	INTERNATIONAL PAPER CO /NEW/	2621 - Paper Mills	US	82.5	0
6	HONEYWELL INTERNATIONAL INC	3724 - Aircraft Engines & Engine Parts	US	82.5	0
7	RESERVE PETROLEUM CO	1311 - Crude Petroleum & Natural Gas	US	82.5	0
8	GENERAL ELECTRIC CO	3600 - Electronic & Other Electrical Equipment (No Computer Equip)	US	82.5	0
9	R F INDUSTRIES LTD	3678 - Electronic Connectors	US	82.5	0
10	LAKELAND INDUSTRIES INC	3842 - Orthopedic, Prosthetic & Surgical Appliances & Supplies	US	82.5	0
11	J&J SNACK FOODS CORP	2052 - Cookies & Crackers	US	82.5	0
12	JOHNSON & JOHNSON	2834 - Pharmaceutical Preparations	US	82.5	0
13	EMERSON RADIO CORP	3651 - Household Audio & Video Equipment	US	82.5	0
14	SELECTIS HEALTH, INC.	6798 - Real Estate Investment Trusts	US	82.5	0
15	FIREFLY NEUROSCIENCE, INC.	7372 - Services-Prepackaged Software	US	82.5	0
16	Netcapital Inc. (NCPL, NCPLW)	Finance	US	82.5	0
17	ACME UNITED CORP	3420 - Cutlery, Handtools & General Hardware	US	82.5	0
18	SOUTHERN CALIFORNIA EDISON Co	4911 - Electric Services	US	82.5	0
19	STIFEL FINANCIAL CORP	6211 - Security Brokers, Dealers & Flotation Companies	US	82.5	0
20	Viking Global Investors	Long/Short Equity	US	82.5	0

#### Lead Scoring Vectors (from leads table)

Company	Overall	Relevance	Authority	Timeliness	Value
BOEING CO	82.5	100.0	50.0	100.0	80.0
ELECTRO SENSORS INC	82.5	100.0	50.0	100.0	80.0
ERICSSON LM TELEPHONE CO	82.5	100.0	50.0	100.0	80.0
SELECTIVE INSURANCE GROUP INC	82.5	100.0	50.0	100.0	80.0
INTERNATIONAL PAPER CO /NEW/	82.5	100.0	50.0	100.0	80.0
HONEYWELL INTERNATIONAL INC	82.5	100.0	50.0	100.0	80.0
RESERVE PETROLEUM CO	82.5	100.0	50.0	100.0	80.0
GENERAL ELECTRIC CO	82.5	100.0	50.0	100.0	80.0
R F INDUSTRIES LTD	82.5	100.0	50.0	100.0	80.0
LAKELAND INDUSTRIES INC	82.5	100.0	50.0	100.0	80.0
J&J SNACK FOODS CORP	82.5	100.0	50.0	100.0	80.0
JOHNSON & JOHNSON	82.5	100.0	50.0	100.0	80.0
EMERSON RADIO CORP	82.5	100.0	50.0	100.0	80.0
SELECTIS HEALTH, INC.	82.5	100.0	50.0	100.0	80.0
FIREFLY NEUROSCIENCE, INC.	82.5	100.0	50.0	100.0	80.0
Netcapital Inc. (NCPL, NCPLW)	82.5	100.0	50.0	100.0	80.0
ACME UNITED CORP	82.5	100.0	50.0	100.0	80.0
SOUTHERN CALIFORNIA EDISON Co	82.5	100.0	50.0	100.0	80.0
STIFEL FINANCIAL CORP	82.5	100.0	50.0	100.0	80.0
Viking Global Investors	82.5	100.0	50.0	100.0	80.0

---

Key Signals by Entity

BOEING CO — 1 open signal(s)

[financial_distress] (0.75 conf, 0.00 rel): Federal contract: THE BOEING COMPANY — $2,744,085,731 from National Aeronautics and Space Administration

ELECTRO SENSORS INC — 0 open signal(s)

No open signals for this entity.

ERICSSON LM TELEPHONE CO — 0 open signal(s)

No open signals for this entity.

SELECTIVE INSURANCE GROUP INC — 0 open signal(s)

No open signals for this entity.

INTERNATIONAL PAPER CO /NEW/ — 0 open signal(s)

No open signals for this entity.

HONEYWELL INTERNATIONAL INC — 0 open signal(s)

No open signals for this entity.

RESERVE PETROLEUM CO — 0 open signal(s)

No open signals for this entity.

GENERAL ELECTRIC CO — 0 open signal(s)

No open signals for this entity.

R F INDUSTRIES LTD — 0 open signal(s)

No open signals for this entity.

LAKELAND INDUSTRIES INC — 0 open signal(s)

No open signals for this entity.

J&J SNACK FOODS CORP — 0 open signal(s)

No open signals for this entity.

JOHNSON & JOHNSON — 0 open signal(s)

No open signals for this entity.

EMERSON RADIO CORP — 0 open signal(s)

No open signals for this entity.

SELECTIS HEALTH, INC. — 0 open signal(s)

No open signals for this entity.

FIREFLY NEUROSCIENCE, INC. — 0 open signal(s)

No open signals for this entity.

Netcapital Inc. (NCPL, NCPLW) — 0 open signal(s)

No open signals for this entity.

ACME UNITED CORP — 0 open signal(s)

No open signals for this entity.

SOUTHERN CALIFORNIA EDISON Co — 0 open signal(s)

No open signals for this entity.

STIFEL FINANCIAL CORP — 0 open signal(s)

No open signals for this entity.

Viking Global Investors — 0 open signal(s)

No open signals for this entity.

---

Sector/Region Performance Analysis

Signal density: 1 total open signals across 20 companies (avg 0.1/company).
Lead scores: avg 82.5, range [82.5 - 82.5]. Top: BOEING CO (82.5). Bottom: BOEING CO (82.5).

Outliers:

Highest lead score: BOEING CO (82.5) — 3721 - Aircraft, US

Most signals: BOEING CO (1 signals)

---

Recommendations

Signal gap: 19/20 companies have no open signals. Trigger targeted ingestion for signal-poor entities.

+ 0/20 companies have forreast_scores. Backfill scoring for uncovered entities.

Expansion: Expand candidate pool by relaxing scope match or adding adjacent sectors.

Delivery: This report is deliverable as-is for client presentation. Pair with ER-01 (Company Deep Dive) for top-scored entities.

---

Falsification Conditions & Confidence Statement

Published row exists: `portal_reports` has a row with `report_type='sector_landscape'`, `status='published'`, and a real `client_id`.

Company count: Report covers 20 companies (target: 5-20), each traceable to a `leads` row.

Data lineage: Lead scores sourced from `leads` table. Signals from `signals` table. Forreast Scores from `forreast_scores` where available.

Randomization documented: Seed = `804223ca8474a6ab`. Selection reproducible from documented criteria + pool.

No cherry-picking: Selection is deterministic: signal_count DESC -> score_overall DESC -> lead_id ASC, capped at 20, no post-filter exclusions.

Scope match: Every company in this report matches country='US' in the `leads` table. Candidate pool: 24974.

Confidence statement: Data is sourced from live PostgreSQL tables. Signal coverage may vary by entity. Forreast Score vectors (7 metrics available: composite, threat, opportunity, confidence, regulatory, operational, reputational) may not be populated for all entities — gaps are marked with em-dash.