Feedback Factor Tim Andersen · Software Consultant
Software Consultant · Engineering Advisor

Your team isn't slow.
Your flow is broken.

Value gets stuck — in handoffs, brittle systems, untrustworthy data, and code nobody wants to touch. I help engineering leaders find where it's stuck, remove the waste, and build the feedback loops that make delivery fast, safe, and predictable.

I'm Tim Andersen. The faster your team learns from what it ships, the faster everything compounds.

Tim Andersen
Where I help

Sound familiar?

Five places where slow feedback and accumulated friction hurt most. Hover the one that feels like yours.

Data you can't trust

Schemas drift between environments. Bad data turns into defects and outages. Reports that are really just educated guesses.

The data probably isn't the problem — the way it's handled is. Baked-in validation, schema in version control, clean data pipelines, and analytics that help you know instead of guess.

Evidence-based decision-making, instead of betting your career on a hunch.

Forever firefighting production

Incidents, downtime, defects, endless on-call — your dev team is buried in support work instead of building. Everything's on fire, and you've gotten used to the heat.

I help teams turn "quarterly release" into the capability to release every 15 minutes — small, frequent, low-risk. CI/CD as risk management, not recklessness.

Frequent deployments reduce risk. Quality is speed.

Legacy systems are holding you hostage

The original programmers are long gone. Changes that should be trivial become monumental efforts, and each fix causes more problems — so nobody dares touch it.

No big-bang rewrite — and no AI rewrite. Isolate the boundaries, add characterization tests, introduce a seam, and grow the new from inside the old (the strangler fig pattern).

The expensive part was never the old language — it's changing it safely.

Burning tokens, not solving real problems

Generating code faster — but are you just creating technical debt faster? How would you know?

AI is an amplifier. If you've been shipping bad code, now you'll ship it faster. Solid engineering fundamentals give you the right skepticism — to put automated checks in place instead of just generating more code.

Build the safety nets, not the code.

Teams stuck, waiting on each other

Nothing ships without three other teams. Handoffs stall, ownership is fuzzy, and the org structure fights the work instead of fitting it.

Reaching for a reorg is tempting — and usually the wrong move, at huge cost in time, trust, and talent. You’ll never really know whether it worked, or whether you just survived it. "Stuck" is almost always structure, not effort — and there are better options. Let’s find them before you pull that trigger.

How you form teams decides how the work flows.

The idea

The throughline behind all five: the Feedback Factor

The speed at which a team learns whether its work is correct, safe, and valuable. Tighten one loop and the next gets easier — improvement compounds instead of stalling.

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How we’d work

No commitment required to find out if I can help.

I work alongside technical leaders as a peer, not a vendor. Engagements start small and grow only when the value is clear to both of us.

1

You reach out

Tell me what’s going on. No intake form, no prep. I ask questions and listen before saying anything about solutions.

2

We see if I can help

If the fit is there, I’ll say so and name the first step. If it isn’t, I’ll tell you that too — and point you somewhere better if I can.

3

We start small — and it compounds

First engagements are scoped and useful on their own. Each improvement enables the next. No big transformation program.

If one of these is your situation — reach out.

One conversation is enough to know if I can help. No pitch, no prep.

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