How Google measures and manages tech debt
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How Google measures and manages tech debt
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Re: How Google measures and manages tech debt
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#5> The results were disappointing, to say the least. No single metric predicted reports of technical debt from engineers; our linear regression models predicted less than 1% of the variance in survey responses. The random forest models fared better, but they had high precision (>80%) and low recall (10%–25%).
Re: How Google measures and manages tech debt
#6As is evident by:
- the decrease in quality of search
- Poor response to SEO techniques (seems they embraced it...)
- Decrease in spam filtering
- I frequently get spam now. A fair number have crazy original messages that are pages long but display a single image in the main interface
- Constant drops on projects that someone else makes popular a few years later
- A million more things
The best way to reduce tech debt is to slow down and take care. It requires good culture. It requires writing (at least some) documentation. It requires constant review and rewrites. In fact, Google has the advantage in being so big they can just hire teams to rewrite stuff from scratch[0].I think anyone junior should take a different strategy. Stop trying to be fast. It doesn't matter how fast you are if it is broken[1,2]. Write things 3 times. First is fast and broken. If you're using python or similar, do this in the interpreter. Second, move it over to the main code. Start building some documentation and make sure to explain what things do. Doesn't need to be long. Functions should be simple and not do much, so you also should only need a few lines (a few minutes is usually enough) 3) Rewrite accounting for the things you realized were issues while writing those docs. This strategy will be slow at first, but it gets fast and most importantly, you are saving yourself time in the future. These savings are invisible but invaluable.
I've been trying to say that engineers should be grumpy. Our job is to find problems and fix them. Get complaining! What frustrates you? You have the power to fix those things. It's the manager who is supposed to be thinking about the monetary parts but you should be thinking of the technical and user parts. DOGFOOD YOUR PROGRAMS. Be proud of what you're making. If you aren't using it, why are you making it? (rhetorical) If something is actually an issue, make a fuss. Don't let your manager dismiss it. You have different expertise levels and part of the job is to bridge the gap with communication (it should be bidirectional, but you can't control them, you can control you).
> Signs of unmanaged Technical Debt
these are 100% on point. I think the writer and I are on fairly similar pages.[0] The advantage of writing from scratch is you get to leverage the knowledge you learned along the way. This can't happen if you don't document though. A big part of tech debt occurring in the the first place is that we don't know all the requirements at the time we wrote. The projects evolve over time and often in ways we can't predict. Sometimes the best thing to do is start over because you can only patch so many times before shit falls apart.
[1] The worst type of broken things are ones you don't realize are broken.
[2] https://www.reddit.com/r/memes/comments/7rdp3k/quick_maths/
Re: How Google measures and manages tech debt
#7Re: How Google measures and manages tech debt
#8Google may not be the best example. They seem to be poor at measuring and have high tech debt. As is evident by: - the decrease in quality of search - Poor response to SEO techniques (seems they embraced it...) - Decrease in spam filtering - I frequently get spam now. A fair number have crazy original messages that are pages long but display a single image in the main interface - Constant drops on projects that someo…
Re: How Google measures and manages tech debt
#9Google manages tech debt by throwing away products after a couple of years
Re: How Google measures and manages tech debt
#10Lol false. Google killed their internal culture which prioritized supporting and trusting engineers to do the right thing. They replaced them with grifters who would lie to management claiming they could measure technical debt.