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Data & Analytics Framework:
how public sector can profit
from its immense asset, data
RAFFAELE LILLO
Chief Data Officer
@ Digital Transformation Team
—
Who we are and what we do
• Digital Transformation Team
• Projects
Data & Analytics Framework (DAF)
• Goals
• Ok, but what is DAF?
• Projects
• Some Architectural Highlights
Q&A
—
DAF
Digital
Transformation
Team
The “operating system” of the
country: a series of
fundamental blocks upon
which services for citizens, the
Public Administration, and
enterprises are built with
modern digital products.
Vision
Make public services for citizens and
businesses accessible in an easy
manner, via a mobile first approach,
with reliable, scalable and fault
tolerant architectures, based on
clearly defined APIs; support the
different central and local
government departments in making
the best and most data driven
decisions, thanks to the adoption of
big data and machine learning
techniques.
Mission
—
● DAF: Data & Analytics F.
● ANPR
● Security - Resp. Disclosure
● SPID
● PagoPA
● API Ecosystem
● E-Procurement
● Developer Community
● Digital Citizenship
● LexDatafication
● ...
Projects
● 7 "Comuni": Bari, Firenze,
Milano, Palermo, Roma, Torino,
Venezia
● Software House in-house:
Sogei, InfoCamere, ACI
Informatica, IPZS
● PAC: Agenzia Entrate, ISTAT,
MISE, MIUR, ANAC, CdC…
● PAL: Roma, Milano, Torino,
Firenze...
Partners
DAF: Data & Analytics
Framework
Data & Analytics Framework (DAF) is a combination of:
● A Big Data Platform to centralize and store (data lake),
manipulate and standardize (data engine), re-distribute (API
& Data Applications) data and insights.
● A Data Team (data scientists + data engineers) which uses
and evolve the Big Data Platform to analyze data, create ML
models and build data applications and data viz.
Give us data and a platform...
Interoperability (aka Get out of the Silos!)
Public data is… public and all PP.AA. should have access to it
Democratizing Data (aka Open Data, API & Data Viz)
Data should be open (when legally possible), accessible by anyone (and
anything) and insightful
Data Products (aka deliver value & insights)
Machine Learning in interconnected software applications
Crowdsourcing (aka data is everywhere, let’s help us out)
Citizens (esp. civic hackers) contribute to the surfacing of knowledge
… and we shall move the PA
Organizational and Managerial Challenge
Central Data Office and federated analytics teams
Human Resources
Data Scientists & Data Engineers to get knowledge from data
Technology
This is the least complicated one, but still fundamental.
Legislative Challenge
Balancing Privacy and Public Interest
Data Driven Policy needs… Data (and Data
Scientists)
Introduction of DAF in Piano Triennale 2017-2019
DAF is one of the building blocks of the official document setting the strategy for
digitalization of the PA, and signed by the Prime Minister
DAF prototype development
TD started the development of the platform from scratch around March ‘17, and
released an Alpha version the first week of October ‘17
Experimental phase
We started working with a selected number of PA to showcase DAF, test it and
listen to PA’s needs so to fine-tune the platform before final release
Institutionalization of DAF
Introduce by law the role of a central data office for the entire PA
Our Strategy
Mission: Data driven decision making in efficient ways
Support PA at all levels to implement informed policies, both ex ante (policy
formulation) and ex post (policy monitoring and fine tuning).
Centralize common & non-domain specific tasks
Provide general purpose data platform once and for all, efficiency in standard
data processes, let PA focus on domain specific tasks / analysis
Economy of scope towards a center of excellence
Reach proper dimension to develop and acquire expensive and idiosyncratic
capabilities, and share them with all PA
Design and coordinate implementation of Data Policies
Help interoperability and usage of state-of-the-art standards and processes in
data management and analysis. Stimulates research and collaboration.
End Goal: Chief Data Office for the PA
High-level Architectural Design
Data Ingestion
Persistence & Offline
analysis (analysis, data
processing, model training)
Real-Time data
processing
Operational DB for API and
Data applications
Communication layer - API
(Less) High-Level Architectural Design
Hadoop cluster for
distributed persistence and
processing
Kubernetes cluster
manages dockerized
microservices and external
applications.
Core Managers:
microservices managing
core functionalities of DAF
External applications
natively integrated in DAF
Unique identity
management system,
integrated with HDFS
Dataportal - Public Version
https://dataportal.daf.teamdigitale.it
Dataportal - Private Version
https://dataportal-private.daf.teamdigitale.it
Data Sources
People Firms Smart Cities
Fiscality
Pension
Education
Healthcare Cultural
events
Public
Transportatio
n
Corporate
events
Energy Traffic
Corporate
info
Balance
Sheet
Crime
Real estate
registry
Machine Learning Based Applications (aka Data Products)
Lex Datafication & Citizen Assistant, Fraud Detection, Citizen
Recommendation Engine, Spending Check, Leading Indicators, etc.
Data Visualization
Thematic dashboards and infographics for citizens and firms
API for Interoperability and Open Data
Easy and standard access to data within PP.AA. and citizens
And much more… The limit is imagination
Smart city, analysis for data driven policy making, etc.
Use Cases (examples)
It… Could… Work!
Raffaele Lillo
Chief Data Officer
raffaele@teamdigitale.governo.it
Twitter, Medium: @lilloraffa
—
Grazie!
Cooperate with us, please :)
Website
http://teamdigitale.governo.it
Forum
https://forum.italia.it/c/daf
Twitter
#DatiPubblici #DAF
Google Group - Open Data & Analytics
data@teamdigitale.governo.it

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Data & Analytics Framework - Raffaele Lillo, Chief Data Officer of Digital Transformation Team

  • 1. Data & Analytics Framework: how public sector can profit from its immense asset, data RAFFAELE LILLO Chief Data Officer @ Digital Transformation Team —
  • 2. Who we are and what we do • Digital Transformation Team • Projects Data & Analytics Framework (DAF) • Goals • Ok, but what is DAF? • Projects • Some Architectural Highlights Q&A — DAF
  • 4. The “operating system” of the country: a series of fundamental blocks upon which services for citizens, the Public Administration, and enterprises are built with modern digital products. Vision
  • 5. Make public services for citizens and businesses accessible in an easy manner, via a mobile first approach, with reliable, scalable and fault tolerant architectures, based on clearly defined APIs; support the different central and local government departments in making the best and most data driven decisions, thanks to the adoption of big data and machine learning techniques. Mission
  • 6.
  • 7. ● DAF: Data & Analytics F. ● ANPR ● Security - Resp. Disclosure ● SPID ● PagoPA ● API Ecosystem ● E-Procurement ● Developer Community ● Digital Citizenship ● LexDatafication ● ... Projects ● 7 "Comuni": Bari, Firenze, Milano, Palermo, Roma, Torino, Venezia ● Software House in-house: Sogei, InfoCamere, ACI Informatica, IPZS ● PAC: Agenzia Entrate, ISTAT, MISE, MIUR, ANAC, CdC… ● PAL: Roma, Milano, Torino, Firenze... Partners
  • 8. DAF: Data & Analytics Framework
  • 9. Data & Analytics Framework (DAF) is a combination of: ● A Big Data Platform to centralize and store (data lake), manipulate and standardize (data engine), re-distribute (API & Data Applications) data and insights. ● A Data Team (data scientists + data engineers) which uses and evolve the Big Data Platform to analyze data, create ML models and build data applications and data viz. Give us data and a platform...
  • 10. Interoperability (aka Get out of the Silos!) Public data is… public and all PP.AA. should have access to it Democratizing Data (aka Open Data, API & Data Viz) Data should be open (when legally possible), accessible by anyone (and anything) and insightful Data Products (aka deliver value & insights) Machine Learning in interconnected software applications Crowdsourcing (aka data is everywhere, let’s help us out) Citizens (esp. civic hackers) contribute to the surfacing of knowledge … and we shall move the PA
  • 11. Organizational and Managerial Challenge Central Data Office and federated analytics teams Human Resources Data Scientists & Data Engineers to get knowledge from data Technology This is the least complicated one, but still fundamental. Legislative Challenge Balancing Privacy and Public Interest Data Driven Policy needs… Data (and Data Scientists)
  • 12. Introduction of DAF in Piano Triennale 2017-2019 DAF is one of the building blocks of the official document setting the strategy for digitalization of the PA, and signed by the Prime Minister DAF prototype development TD started the development of the platform from scratch around March ‘17, and released an Alpha version the first week of October ‘17 Experimental phase We started working with a selected number of PA to showcase DAF, test it and listen to PA’s needs so to fine-tune the platform before final release Institutionalization of DAF Introduce by law the role of a central data office for the entire PA Our Strategy
  • 13. Mission: Data driven decision making in efficient ways Support PA at all levels to implement informed policies, both ex ante (policy formulation) and ex post (policy monitoring and fine tuning). Centralize common & non-domain specific tasks Provide general purpose data platform once and for all, efficiency in standard data processes, let PA focus on domain specific tasks / analysis Economy of scope towards a center of excellence Reach proper dimension to develop and acquire expensive and idiosyncratic capabilities, and share them with all PA Design and coordinate implementation of Data Policies Help interoperability and usage of state-of-the-art standards and processes in data management and analysis. Stimulates research and collaboration. End Goal: Chief Data Office for the PA
  • 14. High-level Architectural Design Data Ingestion Persistence & Offline analysis (analysis, data processing, model training) Real-Time data processing Operational DB for API and Data applications Communication layer - API
  • 15. (Less) High-Level Architectural Design Hadoop cluster for distributed persistence and processing Kubernetes cluster manages dockerized microservices and external applications. Core Managers: microservices managing core functionalities of DAF External applications natively integrated in DAF Unique identity management system, integrated with HDFS
  • 16. Dataportal - Public Version https://dataportal.daf.teamdigitale.it
  • 17. Dataportal - Private Version https://dataportal-private.daf.teamdigitale.it
  • 18. Data Sources People Firms Smart Cities Fiscality Pension Education Healthcare Cultural events Public Transportatio n Corporate events Energy Traffic Corporate info Balance Sheet Crime Real estate registry
  • 19. Machine Learning Based Applications (aka Data Products) Lex Datafication & Citizen Assistant, Fraud Detection, Citizen Recommendation Engine, Spending Check, Leading Indicators, etc. Data Visualization Thematic dashboards and infographics for citizens and firms API for Interoperability and Open Data Easy and standard access to data within PP.AA. and citizens And much more… The limit is imagination Smart city, analysis for data driven policy making, etc. Use Cases (examples)
  • 21. Raffaele Lillo Chief Data Officer raffaele@teamdigitale.governo.it Twitter, Medium: @lilloraffa — Grazie! Cooperate with us, please :) Website http://teamdigitale.governo.it Forum https://forum.italia.it/c/daf Twitter #DatiPubblici #DAF Google Group - Open Data & Analytics data@teamdigitale.governo.it