0.25
0.5
0.75
1.25
1.5
1.75
2
How do public sector values get into public sector machine learning systems, if at all?
Published on Jul 24, 2017831 Views
More machine learning algorithm–powered decision-support systems are piloted and deployed in the public sector each day to help detect individuals and corporate wrongdoing in areas such as taxation,
Related categories
Chapter list
How do public sector values get into public sector machine learning systems, if at all?00:00
Current applications of public sector ML00:52
Are there public sector values?01:57
Discovering digital discretion02:27
Formal or less formal knowledge exchange03:33
Machine learning as a (social) process04:03
Study background04:39
Five core takeaways - 105:32
Worries of gaming from external actors…05:48
… but also from internal ones06:13
Sometimes organisations want transparency…07:10
… and sometimes they don’t07:38
Five core takeaways - 208:26
External information can shine light on fairness issues08:55
Five core takeaways - 309:28
Adding humans to to maps I10:03
Adding humans to to maps II10:29
Five core takeaways - 411:04
‘Secondary uses of data’ are not free lunches11:28
Individuals can matter12:33
Five core takeaways - 513:36
Feedback loops should not be underemphasised14:21
What are you modelling?14:57
Five core takeaways - 615:45
Fin17:38