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metrics are rubbish
but …
Alan Dix
University of Birmingham and Talis
http://alandix.com/ref2014/
Doing metrics responsibly
ARMA Liverpool 2017
Who: Alan Dix
first love mathematics
all of it! …
including numerical models and statistics
academic for 35 years
human computer interaction + all sorts
REF 2014 panel member
SP11 Computer Science and Informatics
using metrics to evaluate
individuals
edge cases, long-term work
departments and institutions
aggregate stats, but skew distributions
impact on
academic
policy
?
using metrics to evaluate
individuals
edge cases, long-term work
departments and institutions
aggregate stats, but skew distributions
evaluation process – REF!
even larger numbers, 1*– 4* buckets de-skew
?
impact on
academic
policy
bias in metrics?
less-research intensive universities
smaller contact networks
poor choice of venue
applied or cross-disciplinary research
impact outside academia
harder to track citations
what – REF public domain data
(virtually) complete list of outputs:
excluding a few confidential ones
for each: name, doi, ACM topic area,
Scopus citations (where used)
Google scholar citations for each
gathered after REF (not used in assessment)
UoA profiles
sub-area profiles
N.B. highlighted data SP11 only
how – bibliometrics
citation analysis – Scopus & Google Scholar
N.B. metrics to validate evaluation
≠ metrics for evaluation
large numbers
500–1000 per sub area
low 100s per institution
results – scary
apparent emergent bias – 5-10 fold!
sub-areas:
theory vs. applied
institutions:
Russell Group vs pre vs post 1992
+ gender impact where metrics may be biased …
… panel more so!
having impact on policy
recruitment, investment
in summary …
Alan Dix
University of Birmingham and Talis
http://alandix.com/ref2014/
Doing metrics responsibly
ARMA Liverpool 2017
metrics are rubbish
but …
people are worse
(far)

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Metrics are rubbish, but ...

  • 1. metrics are rubbish but … Alan Dix University of Birmingham and Talis http://alandix.com/ref2014/ Doing metrics responsibly ARMA Liverpool 2017
  • 2. Who: Alan Dix first love mathematics all of it! … including numerical models and statistics academic for 35 years human computer interaction + all sorts REF 2014 panel member SP11 Computer Science and Informatics
  • 3. using metrics to evaluate individuals edge cases, long-term work departments and institutions aggregate stats, but skew distributions impact on academic policy ?
  • 4. using metrics to evaluate individuals edge cases, long-term work departments and institutions aggregate stats, but skew distributions evaluation process – REF! even larger numbers, 1*– 4* buckets de-skew ? impact on academic policy
  • 5. bias in metrics? less-research intensive universities smaller contact networks poor choice of venue applied or cross-disciplinary research impact outside academia harder to track citations
  • 6. what – REF public domain data (virtually) complete list of outputs: excluding a few confidential ones for each: name, doi, ACM topic area, Scopus citations (where used) Google scholar citations for each gathered after REF (not used in assessment) UoA profiles sub-area profiles N.B. highlighted data SP11 only
  • 7. how – bibliometrics citation analysis – Scopus & Google Scholar N.B. metrics to validate evaluation ≠ metrics for evaluation large numbers 500–1000 per sub area low 100s per institution
  • 8. results – scary apparent emergent bias – 5-10 fold! sub-areas: theory vs. applied institutions: Russell Group vs pre vs post 1992 + gender impact where metrics may be biased … … panel more so! having impact on policy recruitment, investment
  • 10. Alan Dix University of Birmingham and Talis http://alandix.com/ref2014/ Doing metrics responsibly ARMA Liverpool 2017 metrics are rubbish but … people are worse (far)