How to avoid drastic project change (using stochastic stability)

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    How to avoid drastic project change (using stochastic stability) - Presentation Transcript

    1. 1

    2. 2

    3. Yet another drought victim Fenton07: “....much of the current software metrics research is inherently irrelevant to the industrial mix ... any software metrics program that depends on some extensive metrics collection is doomed to failure.” e.g. After 26 years, Boehm collected less than 200 sample projects for the COCOMO effort database 3

    4. Past Future? 4

    5. Managers
have
more
 options
than
they
think
 5

    6. ranges: min max | fixed Controllability
 assumption
 6

    7. From Hoh Peter In And Barry Boehm, 1999 (not all drastic changes, just a sample) 7

    8. Q: can we do better than drastic change via internal changes? A: in many cases, yes 8

    9. b a 9

    10. 10

    11. 11

    12. 12

    13. ranges: min max | fixed Controllability
 assumption
 13

    14. Increase effort! decrease effort! acap, apex, ltex, pcap, cplx, data, docu pcon, plex, sced, pvol, rely, ruse, site, tool stor, time 14

    15. 15

    16. 16

    17. Results normalized min=0 to max=100 50% percentile 17

    18. Treatment 25% to 75% range 50% (median)
    19. Internal change Mann-Whitney results (95% confidence) 19

    20. Defect predictions after SEESAW • Always first, or ties with first 20

    21. Development Time predictions after SEESAW • Flight= first • Ground = first • OSP = fourth (beaten by reduce quality, improve pcap) • OSP2= third (beaten by reduce quality, improve pcap) 21

    22. Effort predictions after SEESAW • Flight= first • Ground = first • OSP = third (beaten by reduce quality, improve pcap) • OSP2 = fifth (but still in bottom half) 22

    23. 23

    24. 



team
 



flex
 



resl
 



pmat
 



prec
 



cplx
 



acap
 



pcap
 



time
 



pcon
 



rely
 



site
 



docu
 



apex
 



tool
 



pvol
 



stor
 



sced
 



ltex
 



data
 



plex
 



ruse
 0.00
 2.00
 4.00
 6.00
 Relative impact above lowest value 24

    25. b a 25

    26. 26

    27. 27

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    Tim Menzies et al
    ICSE 2009

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