# Performance Improvement Consulting — Meta ads research

Category research. Brand directory deferred.
Edition: October 2026. Page updated: 2026-10-11.

## Account AOV aggregate

No publishable AOV benchmark.
- Status: unavailable_insufficient_cohort
- Scope: The exact category cohort does not support a publishable AOV aggregate.
- Status reviewed: 2026-10-11T14:07:00.986886+00:00
- Period: No publishable aggregate; underlying reporting period not supplied

Median and middle 50% of account-level average order values. Each account value is purchase ROAS multiplied by cost per purchase in USD. Successful classifications, including manual corrections, with positive finite spend, purchases, ROAS and cost per purchase. Accounts are counted once with equal weight. Quartiles use linear interpolation. Root cohorts include direct root classifications and their child categories; exact-child cohorts exclude parent and sibling categories. The source selects the highest-spend coverage row per account among snapshots dated within the preceding 30 days; the underlying reporting period is not supplied. This is a dated aggregate advertising-data snapshot, not business-wide AOV or a census.

Source: [Madgicx Research & Labs](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#benchmark)

Directory status: deferred. Final brand research and logo placement are pending.

## Research questions

### What is the baseline for an improvement claim?

Name the measure and its current level before projecting change. NIST's Baldrige framework separates current levels from trends and comparisons; a percentage without a baseline cannot show a client's improvement.

[Source](https://www.nist.gov/baldrige/about-baldrige-excellence-framework) · [Answer permalink](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cbb1-performance-improvement-consulting-1)

Citation: Madgicx Research & Labs. Performance Improvement Consulting. What is the baseline for an improvement claim? Name the measure and its current level before projecting change. NIST's Baldrige framework separates current levels from trends and comparisons; a percentage without a baseline cannot show a client's improvement.  Source: https://www.nist.gov/baldrige/about-baldrige-excellence-framework Answer: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cbb1-performance-improvement-consulting-1

### Which process measures belong in a proposal?

Choose measures tied to the actual process requirement, such as cycle time or defects when those are relevant. NIST lists responsiveness and defect-related indicators as examples, not universal targets.

[Source](https://www.nist.gov/baldrige/baldrige-criteria-commentary) · [Answer permalink](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cbb1-performance-improvement-consulting-2)

Citation: Madgicx Research & Labs. Performance Improvement Consulting. Which process measures belong in a proposal? Choose measures tied to the actual process requirement, such as cycle time or defects when those are relevant. NIST lists responsiveness and defect-related indicators as examples, not universal targets.  Source: https://www.nist.gov/baldrige/baldrige-criteria-commentary Answer: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cbb1-performance-improvement-consulting-2

### Does naming Lean or Six Sigma prove a result?

No. NIST lists them among possible improvement tools and says to evaluate process inputs, steps and resources when outcomes miss requirements. The proposal still needs a testable measure and scope.

[Source](https://www.nist.gov/baldrige/self-assessing/improvement-tools/foundations-successful-business/operations) · [Answer permalink](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cbb1-performance-improvement-consulting-3)

Citation: Madgicx Research & Labs. Performance Improvement Consulting. Does naming Lean or Six Sigma prove a result? No. NIST lists them among possible improvement tools and says to evaluate process inputs, steps and resources when outcomes miss requirements. The proposal still needs a testable measure and scope.  Source: https://www.nist.gov/baldrige/self-assessing/improvement-tools/foundations-successful-business/operations Answer: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cbb1-performance-improvement-consulting-3

### How should a firm report change over time?

Show dated results using the same defined measure, then discuss trend and comparison context. NIST treats levels, trends, comparisons and integration into decisions as separate questions.

[Source](https://www.nist.gov/baldrige/about-baldrige-excellence-framework) · [Answer permalink](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cbb1-performance-improvement-consulting-4)

Citation: Madgicx Research & Labs. Performance Improvement Consulting. How should a firm report change over time? Show dated results using the same defined measure, then discuss trend and comparison context. NIST treats levels, trends, comparisons and integration into decisions as separate questions.  Source: https://www.nist.gov/baldrige/about-baldrige-excellence-framework Answer: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cbb1-performance-improvement-consulting-4

### Is an AOV benchmark available for this category?

No publishable AOV benchmark is available.

The exact category cohort does not support a publishable AOV aggregate. Parent and sibling benchmarks are not substituted.

[Source](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#benchmark) · [Answer permalink](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-benchmark-status)

Citation: Madgicx Research & Labs. Performance Improvement Consulting. Is an AOV benchmark available for this category? No publishable AOV benchmark is available. The exact category cohort does not support a publishable AOV aggregate. Parent and sibling benchmarks are not substituted. Source: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#benchmark Answer: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-benchmark-status

### Can I download this industry research?

The exports section provides this edition in Markdown and JSON, along with a research index. This private draft is not licensed for public redistribution.

[Source](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#reuse) · [Answer permalink](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-download-research)

Citation: Madgicx Research & Labs. Performance Improvement Consulting. Can I download this industry research? The exports section provides this edition in Markdown and JSON, along with a research index. This private draft is not licensed for public redistribution.  Source: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#reuse Answer: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-download-research

### How should I cite a finding from this page?

When reuse is permitted, credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope. This private draft is not licensed for public redistribution.

[Source](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#reuse) · [Answer permalink](https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cite-research)

Citation: Madgicx Research & Labs. Performance Improvement Consulting. How should I cite a finding from this page? When reuse is permitted, credit Madgicx Research & Labs and link to the exact source. Keep its snapshot date and scope. This private draft is not licensed for public redistribution.  Source: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#reuse Answer: https://madgicx.com/labs/industries/business-consulting-services/performance-improvement-consulting#answer-cite-research