Boniphace Mkindi

Data & Analytics Engineer

← Work · Writing

Writing · From finished work

Notes tied to published evidence

Short on-site notes that follow finished cases. Medium or newsletter expansions can reuse these once posted — this page does not invent external article URLs.

1. Why synthetic finance demos beat fake impact claims

Recruiters can review a dimensional model and labelled stills. They cannot verify invented “£2.4m saved” lines. The finance case keeps figures synthetic and the logic visible.

Source case: Multi-entity finance analytics →

2. ERP go-live is not the same as reporting readiness

Configuration can finish while sales, purchasing and inventory views still fail trust tests. The ERP case separates reporting/validation contribution from full Business Central ownership.

Source case: ERP reporting & Business Central support →

3. Hold is a valid AI decision

The opportunity frame scores value and readiness against complexity and risk. “Hold” protects delivery capacity when data or operational risk is not ready.

Source case: Applied AI opportunity assessment →

External publishing

No Medium post URLs are linked here until those posts exist. The LinkedIn newsletter remains the live writing channel.