Table 14 Sept 2026From “What is a customer health score?”

Architectural Trade-Off Analysis

Table 1Architectural Trade-Off Analysis

Architectural Dimension	Heuristic Point-Scoring	Statistically Weighted	Dynamic ML Ensemble	Event-Driven PLG
Data Requirements	Manual CRM fields	Structured relational DB	Clean data warehouse / lake	Real-time event pipeline
Maintenance Burden	Low (annual manual review)	Moderate (quarterly audit)	High (dedicated MLOps)	Moderate (continuous sync)
Interpretability	100% intuitive	High (linear weights)	Low to moderate	High (milestone based)
False-Positive Rate	Very high (35%–50%)	Moderate (15%–25%)	Low (8%–14%)	Moderate (12%–20%)
Primary Use Case	Seed to Series A	Mid-Market B2B SaaS	Large Enterprise Suites	Self-serve and freemium

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Source: Table from this essay. Sources and interpretation are given in the article.

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From the essay

Growth that compounds

What is a customer health score?

A customer health score combines behavioral signals to predict account risk. Distinguish risk ranking from profitable retention intervention targeting.

4 Sept 2026

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Isoglu, S. (2026). Architectural Trade-Off Analysis [Table]. isoglu.com. https://isoglu.com/insights/exhibits/isoglu-2026-what-is-a-customer-health-score-fig03/

BibTeX

@misc{isoglu-2026-what-is-a-customer-health-score-fig03,
  author = {Isoglu, Sinan},
  title = {{Architectural Trade-Off Analysis}},
  year = {2026},
  howpublished = {Table 1, isoglu.com},
  url = {https://isoglu.com/insights/exhibits/isoglu-2026-what-is-a-customer-health-score-fig03/},
  note = {From the essay {What is a customer health score?}}
}

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  <figcaption>Table 1: Architectural Trade-Off Analysis. Source: Table from this essay. Sources and interpretation are given in the article. <a href="https://isoglu.com/insights/exhibits/isoglu-2026-what-is-a-customer-health-score-fig03/">View exhibit</a>.</figcaption>
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