SC E03 — Analytics: The Mixed Bag

Summary

A wide-ranging exploration of why analytics struggles with identity despite universal organizational need. Four problem areas: unclear terminology (endless rebranding from “Knowledge Discovery” to “Data Science” to “Growth”), ambiguous career trajectories (“the Hotel California of careers”), fragmented tooling (no single identifiable implement like a carpenter’s hammer), and invisible results (work either falls flat, gets shelved, or goes unacknowledged).

The founder’s own career path: IT College Graduate -> Founder -> Programmer Analyst -> Business Analyst -> Data Scientist -> Analytics Engineer. The failed startup taught him that analytics uniquely positions professionals to understand organizational interconnections.

Closes with the “Handyman Homily” retold for analytics: a startup founder balks at a $500K invoice for a simple query. The analyst replies: “It took my whole life.”

Despite everything, the author reframes “the mixed bag” as “the goodie bag.”

Key Arguments

• Analytics has no SIC code, no dedicated major — yet every org needs it
• Terminology cycling reflects unfulfilled expectations, not actual field changes
• Career paths are unmarked but uniquely high-leverage for those who persist
• The core function never changes: collection, formatting, insight discovery, communication
• Invisible results are a feature of mastery, not a bug — expertise manifests when insights inform decisions seamlessly

Writing Style Notes

This is the most personal and philosophical piece in the early collection. The “Hotel California” and “Handyman Homily” metaphors are memorable. Honest about frustrations without cynicism. The redemption arc — mixed bag to goodie bag — captures the founder’s fundamental optimism about the craft.

Connections

• index — defining the Sanity Check identity
• 2026 04 03 selling data science — making analytics work visible and valued
• 2026 04 03 data maturity processes tools — analytics tooling fragmentation