Stagnation Scoring Methodology

Overview

The stagnation scoring methodology is a systematic approach to identifying companies that are experiencing growth stagnation — making them strong candidates for outreach around business improvement and consulting services. Rather than working generic prospect lists, this framework qualifies companies against a set of observable signals before any outreach begins, ensuring effort is concentrated on prospects most likely to have a felt need.

The methodology was developed for use in ^[1] as part of a targeted campaign approach, with scores ultimately stored as a custom field in HubSpot for prioritization.

When to Use This Framework

Apply stagnation scoring when building a targeted campaign list around a specific industry and region. The framework is most effective when:

• The target industry is well-defined (e.g., Food & Beverage, Business Services)
• Company size is bounded (typically $10M–$50M revenue)
• The pitch centers on a growth or performance problem

The first campaign using this methodology targeted Food & Beverage companies ($10–50M revenue) in the Great Lakes region (MI, IN, IL, IA, WI, MN), leveraging domain credibility from prior executive experience in that sector.

Stagnation Signals

Each signal below is pulled as a column in a Clay company table. Run the first 10 rows before processing the full list to validate data quality.

1. Revenue Growth (6-month and 12-month)

• Clay field: Sales growth (available at 3, 6, 9, and 12-month intervals)
• Stagnation indicator: Flat or declining growth in either window; a 12-month figure higher than the 6-month figure suggests deceleration
• Example: 12-month growth of 10% and 6-month growth of 5% signals a slowdown trend

2. Headcount Growth

• Clay field: Company headcount growth
• Stagnation indicator: Low or zero headcount growth relative to company size
• Supporting field: Total employee count (context for interpreting growth rate)

3. Job Openings

• Clay field: Number of active job listings
• Stagnation indicator: Very few open roles relative to company size suggests a hiring freeze or contraction
• Example: A 200-person company with fewer than 5 openings warrants attention

4. Funding Rounds

• Clay field: Latest funding date / funding stage
• Stagnation indicator: No new funding in the past 12 months, particularly for companies that previously raised capital
• Note: Absence of funding is a weaker signal in isolation; weight it alongside revenue and headcount trends

5. Negative News

• Clay field: AI prompt column (adapted from the built-in "recent company news" template)
• Method: Edit the default positive news prompt to search for negative news, or run the positive news prompt and treat empty results as a secondary signal
• Stagnation indicator: Recent coverage of layoffs, leadership departures, product recalls, regulatory issues, or declining market position
• Note: Negative news signal strength varies by industry — it carries more weight in Food & Beverage than in sectors like assisted living where negative reviews are routine

Scoring

After all signal columns are populated, a composite stagnation score is calculated. This is best done outside of Clay (e.g., in Excel) due to the complexity of weighted formulas, then imported back.

Suggested approach:
- Assign point values to each signal based on confidence and relevance to the campaign pitch
- Higher scores = stronger stagnation evidence = higher outreach priority
- Import the final score into HubSpot as a custom company field (e.g., Stagnation Score)
- Sort the outreach queue by score descending — work highest-scored companies first

Exact point weights should be calibrated per campaign and refined after initial outreach reveals which signals correlate with prospect receptivity.

Clay Workflow

1. Build company list — Filter by industry, revenue range, and region in Clay
2. Test first — Process only the first 10 rows for each new column before running the full list (conserves credits, catches prompt errors)
3. Add signal columns — Revenue growth (6mo + 12mo), headcount growth, job openings, latest funding, negative news
4. Export or sync — Export to CSV for scoring in Excel, or use Clay's HubSpot integration to push directly to CRM
5. Add contact layer — Once the company list is finalized, run a separate Clay people table to find VP+ contacts (Sales, Marketing, CEO, President) at each company, enriching with phone, email, and LinkedIn URL

Integration with Outreach

The stagnation score feeds directly into the ^[2]. The score determines:

• Queue priority — Highest-scored companies are contacted first
• Pitch angle — Outreach messaging is tailored to the stagnation problem (revenue decline, hiring freeze, etc.)
• Fallback handling — If a prospect disputes the stagnation framing, the rep pivots to a general value conversation rather than abandoning the call

Prospects who complete the full outreach sequence without engaging are moved to a nurturing list. Re-engagement triggers (white paper download, website visit, email click) return them to the active queue.

Related

• ^[3]
• ^[4]
• ^[5]