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fulhack's profile
Erik Bernhardsson
Erik Bernhardsson
Erik Bernhardsson
@fulhack

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Erik Bernhardsson

@fulhack

Ex-CTO @betterdotcom. Ex-Spotify (built the first rec sys), co-organizing NYC ML meetup, open sourcing stuff (Luigi, Annoy), blogging random stuff, dad x2

NYC
erikbern.com
Joined February 2013

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    Erik Bernhardsson‏ @fulhack 15 Apr 2019

    Why software projects take longer than you think – a statistical model https://erikbern.com/2019/04/15/why-software-projects-take-longer-than-you-think-a-statistical-model.html … (blog post)

    6:51 PM - 15 Apr 2019
    • 514 Retweets
    • 1,325 Likes
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    44 replies 514 retweets 1,325 likes
      1. Andrew Beam‏ @AndrewLBeam 15 Apr 2019
        Replying to @fulhack

        Related: https://en.m.wikipedia.org/wiki/Hofstadter%27s_law …

        0 replies 0 retweets 2 likes
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      2. Nikolai Yakovenko‏ @ivan_bezdomny 15 Apr 2019
        Replying to @fulhack

        conclusion -- choose smaller tasks, because mean time of larger tasks is infinite?

        1 reply 0 retweets 2 likes
      3. Erik Bernhardsson‏ @fulhack 15 Apr 2019
        Replying to @ivan_bezdomny

        Mean of all tasks is infinite according to my model :)

        1 reply 0 retweets 9 likes
      4. Show replies
      1. Christoph Siedentop‏ @chsiedentop 15 Apr 2019
        Replying to @fulhack

        As always, such a nice read. Also very interesting topic, IMO. 🙏 I have a pet theory that task distribution/assignment is a submodular function over the set of tuples (what, who, when). Do you have any hunch about this? Or data...

        0 replies 0 retweets 2 likes
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      1. Antti Rasinen‏ @arsatiki 15 Apr 2019
        Replying to @fulhack

        Oh boy this feels correct. Uncertainty has always been the killer in a project for me. It’d be interesting to see if the PERT distribution gave a better fit yet:https://en.wikipedia.org/wiki/PERT_distribution …

        0 replies 0 retweets 2 likes
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      2. Andy Kitchen  🤖‏ @auastro 15 Apr 2019
        Replying to @fulhack

        Hey Erik, interesting article. You have a small logical error in your argument, having the median (log) residual be 0, does not imply estimating the median well.

        1 reply 0 retweets 2 likes
      3. Andy Kitchen  🤖‏ @auastro 15 Apr 2019
        Replying to @auastro @fulhack

        For example if I make my estimate by flipping a coin and choosing 1hr or 1,000,000hrs randomly, overestimate and underestimate are equally likely, so median residual will be close to zero. But it's a terrible estimate of the median.

        0 replies 0 retweets 0 likes
      4. End of conversation
      1. Andy Kitchen  🤖‏ @auastro 15 Apr 2019
        Replying to @fulhack

        I'd also add that if there are any non-trivial dependencies between tasks, the "long tail" time consuming tasks will make things *even* worse. This may be partially responsible for the success of "agile" development and "time-boxing" if done right you can cut-off the right tail.

        0 replies 1 retweet 4 likes
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      2. Fredrik Jönsson‏ @FredrikJN 15 Apr 2019
        Replying to @fulhack @EmilStenstrom

        My initial thought was, is adding up estimates something people do? Then I realised agile tools does if you use estimates in them (also why that sucks), since the idea is it should work. Most with experience know this, but nice to see some in-depth.

        2 replies 0 retweets 5 likes
      3. Fredrik Jönsson‏ @FredrikJN 15 Apr 2019
        Replying to @FredrikJN @fulhack @EmilStenstrom

        Argh. Agile tools *do*, ffs.

        0 replies 0 retweets 1 like
      4. End of conversation

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