Table 96 Sept 2026From “What is pipeline hygiene? A clean CRM is not a full pipeline”

Can pipeline hygiene improve conversion or forecast accuracy?

Table 9Can pipeline hygiene improve conversion or forecast accuracy?

Design field	Question
Intervention	What rule, workflow, or ownership process changed?
Eligible population	Which open opportunities could have been reviewed under either rule?
Unit	One opportunity, account, seller-period, or another declared grain?
Outcome	Stage progression, closed-won result, forecast error, cycle time, or another defined result?
Window	How long after the rule change can the outcome be observed?
Comparison	What untreated or pre-specified comparison supplies the counterfactual?
Population audit	Which records were admitted, held, excluded, or newly created under each rule?

Swipe or scroll horizontally if the table is wider than your screen.

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

PNG4:3, 1600 × 1200, with the title, the source line and the attribution set in the image isoglu-2026-what-is-pipeline-hygiene-fig10.png

From the essay

Revenue operations & AI

What is pipeline hygiene? A clean CRM is not a full pipeline

Pipeline hygiene tests whether an opportunity is current, owned, evidence-backed, unique, and fit to enter an open-pipeline decision.

6 Sept 2026

Read the essay

This exhibit belongs to an essay: the numbers live here, the argument lives there.

Cite or embed

APA 7

Isoglu, S. (2026). Can pipeline hygiene improve conversion or forecast accuracy? [Table]. isoglu.com. https://isoglu.com/insights/exhibits/isoglu-2026-what-is-pipeline-hygiene-fig10/

BibTeX

@misc{isoglu-2026-what-is-pipeline-hygiene-fig10,
  author = {Isoglu, Sinan},
  title = {{Can pipeline hygiene improve conversion or forecast accuracy?}},
  year = {2026},
  howpublished = {Table 9, isoglu.com},
  url = {https://isoglu.com/insights/exhibits/isoglu-2026-what-is-pipeline-hygiene-fig10/},
  note = {From the essay {What is pipeline hygiene? A clean CRM is not a full pipeline}}
}

Embed this exhibit

Copy this HTML to use the PNG exhibit on your site with its source line and a link back to the exhibit page.

<figure>
  <a href="https://isoglu.com/insights/exhibits/isoglu-2026-what-is-pipeline-hygiene-fig10/">
    <img src="https://isoglu.com/social/isoglu-2026-what-is-pipeline-hygiene-fig10.png" alt="Table 9: Can pipeline hygiene improve conversion or forecast accuracy?" width="3200" height="2400">
  </a>
  <figcaption>Table 9: Can pipeline hygiene improve conversion or forecast accuracy?. Source: Table from this essay. Sources and interpretation are given in the article. <a href="https://isoglu.com/insights/exhibits/isoglu-2026-what-is-pipeline-hygiene-fig10/">View exhibit</a>.</figcaption>
</figure>