Page 74 - Special Topic Session (STS) - Volume 3
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STS515 Steve MacFeely
                      crisis those efforts have intensified with a raft of new indices  attempting
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                      to measure and blend human, natural and production capital or the social,
                      economic  and  environmental  pillars  of  development.  Linked,  is  the
                      emergence of climate crisis and environmental degradation. For example,
                      how  can  we  put  a  value  on  the  environment,  on  biodiversity,  on
                      ecosystems,  or  spirituality  or  aesthetic?  Challenges  regarding  potential
                      double counting, designing a  single valuation methodology that works
                      equally well across all domains, and problems with data availability all pose
                      difficulties. For example, most economic valuations are based on marginal
                      changes  to  ecosystems  on  the  assumption  that  they  are  stable,  but  in
                      reality, little is known about the stability of ecosystems and their response
                      to change - a critical threshold could trigger structural changes, at which
                      point the marginality assumption and the valuation may no longer hold.
                      Another serious policy concern is ‘end of work’ or a ‘jobless future’ – the
                      disruptive blend of technology, automation and task based labour that has
                      been dubbed the 4  industrial revolution. The shift towards non-standard
                                        th
                      work  patterns  is  blurring  the  distinction  between  formal  and  informal
                      employment. The variety of new non-standard or on-demand employment
                      contracts mixed with robotics and other technological advances are posing
                      challenges for those trying to classify and measure this new gig economy.
                  4.4 Political Economy: Statisticians should also be aware of the wider context on
                      how data are being used and the important debates underway in which data
                      or statistics are in one way or another at the heart. At the core of official
                      statistics is the ambition to provide impartial information , yet no statistic is
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                      truly  impartial  –  every  statistic  is  the  product  of  many  decisions  and
                      assumptions,  conscious  or  subconscious.  It  is  important  that  students
                      understand this and that the choices they make have an impact. The selection
                      of variables in a composite index; whether to weight or not; or the treatment
                      of outliers all affect, not only the basic result but perhaps also the alignment
                      to  political  or  economic  ideologies.  This  realization  becomes  especially
                      important  when  thinking  about  ‘evidence  based  decision  making’  versus
                      ‘evidence informed decision making’ or ‘Governance by numbers’ [8]. This is
                      a growing concern for many as algorithms are playing an increasingly greater
                      role in our lives, from deciding whether we get a loan to whether we are short
                      listed for an interview.
                         Many other interesting debates are underway, not least, the ‘End of
                      Theory’  argument  posited  by  Anderson  [9]  that  causation  no  longer
                      matters, and that with big data, only correlation matters . Should ‘open
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                  11  European  Commission  Beyond  GDP;  OECD  Better  Life  Index;  and  UNEP  Inclusive  Wealth
                  Index.
                  12  UN Fundamental Principle of Official Statistics No. 1
                  13  For the record, I think this argument is nonsense, but it is an interesting debate.
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