The Budget Split That Explains Itself
Add one rule that forced a little onto a second channel and it complied, but it also returned a quiet negative number beside that rule. The number meant the floor you set is working against you, and it said exactly what that costs. Many optimisation workflows stop at the allocation itself.
- ▪Add one rule that forced a little onto a second channel and it complied, but it also returned a quiet negative number beside that rule.
- ▪The number meant the floor you set is working against you, and it said exactly what that costs.
- ▪Many optimisation workflows stop at the allocation itself.
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Record
| Original publisher | Towards Data Science |
| Canonical URL | https://towardsdatascience.com/the-budget-split-that-explains-itself/ |
| Publication time | Tue, 11 Aug 2026 13:30:00 +0000 |
| Retrieval time | 2026-08-11T13:35:48.058Z |
| Last seen | 2026-08-11T13:35:48.058Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | Pk4C4IBVcvpW · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
Data Science The Budget Split That Explains Itself How to diversify a budget without losing the shadow prices that explain the result Hoda Rezvanjoo Aug 11, 2026 6 min read Share Featured image generated with OpenAI’s image generation tool and edited by the author Left alone, the optimiser handed the entire £20,000 budget to a single channel. Add one rule that forced a little onto a second channel and it complied, but it also returned a quiet negative number beside that rule. The number meant the floor you set is working against you, and it said exactly what that costs. Many optimisation workflows stop at the allocation itself.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at Towards Data Science.
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