1 Using Data to Improve Public Services and Policy Tom Symons - Deputy Director, A Fairer Start Rachel Wilcock - Data Scientist, A Fairer Start 30th September 2021
1
Using Data to Improve Public Services and
Policy
Tom Symons - Deputy Director, A Fairer Start
Rachel Wilcock - Data Scientist, A Fairer Start
30th September 2021
Today’s Session
● About Nesta
● Why use data?
● Fundamentals of a good data project
● Applying data to the early years
● Lessons for good data use in government
● Data scientists - attracting and retaining
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About Nesta
3
Nesta’s Strategy 2021-26 - Three Innovation Missions
A Fairer Start A Healthy Life A Sustainable
Future
Why use data analytics in
government?
Data can help us do many things
● Communicate
● Learn
● Be transparent
Today’s focus: data to help us
make better decisions
Old approach; new technologies
In 1854, John Snow plotted the
location of deaths in London’s Soho to
show that a cholera outbreak was
caused by contamination of a local
water pump. The map he created led
to the pump handle being removed,
saving many lives.
Today computers enable us to
analyse greater quantities of data in
more sophisticated ways.
12 London boroughs and the Greater
London Authority analysed data on the
known risk factors associated with
unlicensed Houses in Multiple
Occupation (HMOs) to help building
inspectors find other properties that were
likely to be unlicensed HMOs. Its aim was
to increase licence revenues and
protect vulnerable tenants.
Targeting HMO building inspections
8Image: AD_Imgaes | Pixabay CC0 Creative Commons
In New Orleans, data on the nature,
location and timing of past emergencies
was analysed in order to predict where
and when future emergencies could
happen.
This analysis helped identify the optimum
places to park ambulances on standby
to reduce response times.
Optimising ambulance standby locations
Image: Emergency Medical Transport, Inc.
9
The government’s data team worked
with telecoms companies to analyse call
data to see where mobile calls were
made during the hours of midnight and
5am. The companies matched this to the
billing address of the callers, anonymised
and aggregated the data, and then
passed it on to the city government. This
data was analysed to find the routes of
expected heaviest demand for a night
bus.
With just 30 buses, they’ve met nearly
half the demand at night.
Seoul Night Bus
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Fundamentals of a good
product
Can I address this problem / answer this question with data?
Specific Problem
Defined Action
Data Product
Available Data
Start here
But don’t forget to evaluate
it…
And be prepared that not
everything will work
We ran an RCT which found the
prioritised list did not result in a higher hit
rate...
This is a useful finding!
Subsequent work in LB Barking and
Dagenham has improved the accuracy
of the algorithm
Targeting HMO building inspections
Image: AD_Imgaes | Pixabay CC0 Creative Commons14
Nesta’s Fairer Start Local
Programme
Using data to improve early
child development outcomes
A fairer start
We want every child to have an equal start in life.
Our mission is to narrow the outcome gap between children growing up in disadvantage and their peers.
April 2018-March 2020 data
Take-up of Health Review by geographic area
The problem: not all parents engage with the HCS. Where a child is born in York is key indicator of how likely they are to receive the Health Review
Case Study - building a data dashboard for York to improve take-up of the Healthy Child Service
The action: Target proactive outreach in the geographic areas where take-up is lowest
Case Study - building a data dashboard for York to improve take-up of the Healthy Child Service
Case Study - building a data dashboard for York to improve take-up of the Healthy Child Service
● Dataset was simple, clean and accessible
● Their IG team were responsive, experienced and worked closely with us.
● Close links with the domain experts to give us the insights as to what is most useful.
● Link with open datasets to enrich
Benefits:
● Real-time data to help monitor need, screen for risk
& target resource
● Accessible & easy to use
● Combines quantitative data with qualitative insights
Next steps:
● Build capacity to enable York staff use the
dashboard in their day-to-day work
● Integrate with other databases
● Evaluate impact on service take up
Building a
data dashboard
for York Healthy
Child Service
Principles of good data use
Key learnings about running good data projects
1. Get senior buy-in
1. Be flexible (or agile)
1. Data sharing takes time!
1. Be receptive
1. Consider ethics
Data Scientists - attracting
and retaining....
Insights from the Data Analytics Practice at Nesta
Data Science includes a wide range of
skill sets, and having a long list of these as
“essential” on job adverts is off putting
You get to work with interesting datasets and feel like you are helping at a local level
Data science in some local governments is a new addition which is both positive and negative
Forge links with other
LAs and share learning
experiences