Kaycee Obn

Kaycee Obn

I help organisations modernise and scale complex technology platforms without increasing cost, risk, or regulatory exposure. Background in financial services engineering and experience across product and solutions engineering.

𝕏 @kayceeobn in LinkedIn ⌨ GitHub

About Me

I design and lead the delivery of complex technology platforms where architecture, compliance, data, and customer experience must work together.

Much of my experience is in debt collection and financial services, where operational scale, regulatory pressure, and customer trust are non-negotiable.

Background

My background combines hands-on software engineering with product and solution delivery leadership.

Beyond core work, I have a strong interest in fitness and performance optimisation technology.

Content by Kaycee Obn

Topics

Showing 9 topics

Designing escalation logic around state convergence, not assumptions

This deep dive examines how missed payments are detected late when payment workflows, transaction outcomes, and account entity state fail to converge in time. It shows how unresolved state leads downstream systems to act on assumptions rather than confirmed information, shaping escalation timing, messaging, and recovery outcomes in pre-collections.

practitioner-knowledge public 09 Jan 2026
#pre-collections#payment-workflows#state-convergence#entity-state

Missed payment detected late due to payment or transaction workflow failures, or delayed data propagation to entity services

When payment outcomes are detected later than they occur, systems can act on outdated assumptions. This can affect how pre-collections actions are timed and interpreted by customers. Treating detection timing as an explicit part of the system helps keep responses aligned with what is actually known at the time.

working-notes public 03 Jan 2026
#pre-collections#payment-failures#entity-state#decision-timing
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