Table Table 7 Revenue operations & AI 6 September 2026

Can 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.

Cite Embed

Reference & Evidence

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

From the essay

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.

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

Read the essay →

Reuse & Citation

Cite this exhibit

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-fig08/

BibTeX

@misc{isoglu-2026-what-is-pipeline-hygiene-fig08,
  author = {Isoglu, Sinan},
  title = {{Can pipeline hygiene improve conversion or forecast accuracy?}},
  year = {2026},
  howpublished = {Table 7, isoglu.com},
  url = {https://isoglu.com/insights/exhibits/isoglu-2026-what-is-pipeline-hygiene-fig08/},
  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-fig08/">
    <img src="https://isoglu.com/social/isoglu-2026-what-is-pipeline-hygiene-fig08.png" alt="Table 7: Can pipeline hygiene improve conversion or forecast accuracy?" width="3200" height="2400">
  </a>
  <figcaption>Table 7: 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-fig08/">View exhibit</a>.</figcaption>
</figure>

Related exhibits

Table Table 1

What does pipeline hygiene mean?

From the essay What is pipeline hygiene? A clean CRM is not a full pipeline
Table Table 2

How is hygiene different from adjacent pipeline concepts?

From the essay What is pipeline hygiene? A clean CRM is not a full pipeline
Figure Figure 1

The synthetic opportunity-quality ledger

From the essay What is pipeline hygiene? A clean CRM is not a full pipeline

Can pipeline hygiene improve conversion or forecast accuracy?

Related exhibits

What does pipeline hygiene mean?

How is hygiene different from adjacent pipeline concepts?

The synthetic opportunity-quality ledger