SlideShare una empresa de Scribd logo
1 de 15
Descargar para leer sin conexión
Event:   DDMA Data Quality Awards 2010
Spreker: Mark Humphries – Essent Belgium
Datum:   14 oktober 2010, Klooster Noordwijk




                                     www.ddma.n
                                     l
Project Dynamo




                 Data Quality : delivered
Our business


               We buy energy from the wholesale market

               We sell energy to the retail market

               Selling price – purchase price

                    gross profit

               We collect transport, distribution

               and taxes




               That´s all we do
Data fuels our business


     We collect information


     We update information
       when it changes


     We process information
           correctly

         Data Quality :
     “getting the data right”
Context
  Rapid growth of the business

  •0 customers in 2002
  •80k customers in 2006
  •240k customers in 2007

  Complex application environment

  •High maintenance costs
  •Poor integration
  •Unnecessary complexity

  Lack of controls

  •Poor data quality
  •Downstream errors

  Transaction based applications

  •No support for process integration
  •Inconsistent way of working
  •No structured exception handling
Objectives

Objectives :       -   Simplification and automation of processes
                   -   Focus on error handling
                   -   Increased data quality
                   -   Support for new market processes (MIG 4.0, SEPA, …)



   #   Principle                  Aim
       Customer central           The customer is the starting point for all processes

       First contact resolution   Respond to customers’ needs in one contact

       First time right           Eliminate errors

                                  Delegate responsibility by giving employees the
       Empowerment
                                  tools and the information they need to act
                                  Reduce costs by eliminating unnecessary
       Simplify
                                  complexity
The business case

Annual cost of poor data        Investment in Data Quality +
quality                         Migration
Customer data              235 DQ & Mig Platform         398
Contract data              748 Customer data             221
Billing                    124 Master data                 46
Forecast & purchasing      240 Referential Integrity       20
Business Incidents         179 Products & tariffs          58
                                Validation on input      119
                                Software & data          316
                                Hardware                 100
Total                   1.526 Total                     1.278


All amounts in k€
The power to shock
Customer number 67256292
Name                 Andre Richard        customer
Date of birth        15/3/1971            moves
                                                     Customer number 67268392
Address              Rue du Chêne 12
                     4680 Oupeye                     Name                 André Richard
                                                     Date of birth        null
                                                     Address              Rue Georges Simenon 7
Customer number 67635725                                                  4680 Hermée
                                        new
Name                Francoise Declerc   customer
Date of birth       5/7/1969
Address             Rue Du Chene 12
                    4680 Hermée




                                             11
                                                         EAN              541456700000827610
                                                         Address Essent   Rue Georges Simenon 7
EAN              541456700000672615                                       4680 Hermée

Address Essent   Rue Du Chene 12                         Address DGO      Rue Georges Simenon 7
                 4680 Hermée                                              4680 Oupeye

Address DGO      Rue du Chêne 12
                 4680 Oupeye
Cleaning for Dynamo
                                                                manual
                                                                cleansing




                          data
                update             correct                    export   scripts    insert
                         pump
    Axapta                                                                                   Mecoms
                                             DQ & Migration
  Back Office                                                                                Dynamo
                         extract




         Customer                                                                   Installation

Tools                       Human
                                                 Road 65
                           Inference




                                                            Access                 DNB
Data             WDM               Graydon
                                                           Register              Snapshots
Validation of addresses

                            Phonetic suggestion
                            is correct




Phonetic suggestion
is wrong
Person or organisation?
        Z          d
 '                      d
s d                      No change needed               3.444
 
                               Automatic change (3 - 1)       6.656
   
                                 Investigation needed (2 - 2)    201
 
   
                               3.444 B2B with no VAT number
d                                5.909 B2C with B2B tariff
Profiles and Meter Readings
 0,2
0,18
0,16                                                              Calculating the monthly advance
0,14
0,12                                                 Elec S21
 0,1                                                 Elec S22                      SLP          S31            Gas
0,08                                                 Gas S31                       EAC          30.000         kWh/year
0,06
                                                     Gas S32                       Price           0,05        €/kwH
0,04
0,02
  0
                                                    Month Flat             SLP           Flat      SLP         Budget
       1   2   3   4   5   6   7   8   9 10 11 12
                                                            1     125,00     271,41
                                                            2     125,00     231,30
   Synthetic Load Profiles                                  3     125,00     210,39
         for 2010                                           4     125,00     104,19       125,00      104,19     39,35 Contract start
                                                            5     125,00         40,46    125,00       40,46     39,35
                                                            6     125,00         20,55    125,00       20,55     39,35
                                                            7     125,00         15,95    125,00       15,95     39,35
                                                            8     125,00         15,58    125,00       15,58     39,35 Meter reading
                                                            9     125,00         30,30
                                                        10        125,00     102,57
                                                        11        125,00     195,49
                                                        12        125,00     261,81
                                                    Total       1.500,00 1.500,00 625,00 196,73 196,75
Migration validation

  Transformation   Loading       Total fallout




     116 steps      75 steps          0,2%



        500         1600
     validations   validations
It’s not all good news


   Social tariff is reserved for private persons

   • Organisations that had a social tariff have lost it
   • An order of nuns received a large correction bill


   A person must have a first name

   • Despite cleaning we still have customers called “.”
   • De Konink is all we have


   House number is mandatory

   • Sometimes the correct address has no house number
   • ‘t Frituurke - Arenbergplein
What now?

Más contenido relacionado

Similar a DDMA Data Quality Award 2010 - Presentatie Mark Humphries - Essent Belgium

Digit led signs / gas price led sign
Digit led signs / gas price led sign Digit led signs / gas price led sign
Digit led signs / gas price led sign Max Dan
 
Standardizing +113 million Merchant Names in Financial Services with Greenplu...
Standardizing +113 million Merchant Names in Financial Services with Greenplu...Standardizing +113 million Merchant Names in Financial Services with Greenplu...
Standardizing +113 million Merchant Names in Financial Services with Greenplu...Data Science London
 
Big Data and Data Science in the Intelligence Community
Big Data and Data Science in the Intelligence CommunityBig Data and Data Science in the Intelligence Community
Big Data and Data Science in the Intelligence CommunityDale Butler
 
Sk6812 xx rev.01 en(1)
Sk6812 xx rev.01  en(1)Sk6812 xx rev.01  en(1)
Sk6812 xx rev.01 en(1)ivan zhang
 
Process Sensors Corp Presentation
Process Sensors Corp PresentationProcess Sensors Corp Presentation
Process Sensors Corp PresentationPatssfan
 
Integen X Corporate Introduction 6 15 2012
Integen X Corporate Introduction 6 15 2012Integen X Corporate Introduction 6 15 2012
Integen X Corporate Introduction 6 15 2012wally1727
 

Similar a DDMA Data Quality Award 2010 - Presentatie Mark Humphries - Essent Belgium (6)

Digit led signs / gas price led sign
Digit led signs / gas price led sign Digit led signs / gas price led sign
Digit led signs / gas price led sign
 
Standardizing +113 million Merchant Names in Financial Services with Greenplu...
Standardizing +113 million Merchant Names in Financial Services with Greenplu...Standardizing +113 million Merchant Names in Financial Services with Greenplu...
Standardizing +113 million Merchant Names in Financial Services with Greenplu...
 
Big Data and Data Science in the Intelligence Community
Big Data and Data Science in the Intelligence CommunityBig Data and Data Science in the Intelligence Community
Big Data and Data Science in the Intelligence Community
 
Sk6812 xx rev.01 en(1)
Sk6812 xx rev.01  en(1)Sk6812 xx rev.01  en(1)
Sk6812 xx rev.01 en(1)
 
Process Sensors Corp Presentation
Process Sensors Corp PresentationProcess Sensors Corp Presentation
Process Sensors Corp Presentation
 
Integen X Corporate Introduction 6 15 2012
Integen X Corporate Introduction 6 15 2012Integen X Corporate Introduction 6 15 2012
Integen X Corporate Introduction 6 15 2012
 

Más de DDMA

DM Barometer - Social marketing, puberaal of volwassen?
DM Barometer - Social marketing, puberaal of volwassen?DM Barometer - Social marketing, puberaal of volwassen?
DM Barometer - Social marketing, puberaal of volwassen?DDMA
 
DM Barometer - De marketeer in 2015
DM Barometer - De marketeer in 2015DM Barometer - De marketeer in 2015
DM Barometer - De marketeer in 2015DDMA
 
DDMA Usability onderzoek e-mailnieuwsbrieven
DDMA Usability onderzoek e-mailnieuwsbrievenDDMA Usability onderzoek e-mailnieuwsbrieven
DDMA Usability onderzoek e-mailnieuwsbrievenDDMA
 
Nationale E-mail Benchmark 2013
Nationale E-mail Benchmark 2013Nationale E-mail Benchmark 2013
Nationale E-mail Benchmark 2013DDMA
 
DDMA Nationale E-mail Benchmark 2014
DDMA Nationale E-mail Benchmark 2014DDMA Nationale E-mail Benchmark 2014
DDMA Nationale E-mail Benchmark 2014DDMA
 
DM Barometer Special - Mobile mysteries ontrafeld
DM Barometer Special - Mobile mysteries ontrafeldDM Barometer Special - Mobile mysteries ontrafeld
DM Barometer Special - Mobile mysteries ontrafeldDDMA
 
DM Barometer Special - Is data een kritische succesfactor
DM Barometer Special - Is data een kritische succesfactorDM Barometer Special - Is data een kritische succesfactor
DM Barometer Special - Is data een kritische succesfactorDDMA
 
DM Barometer Special - De stand van loyalty
DM Barometer Special - De stand van loyaltyDM Barometer Special - De stand van loyalty
DM Barometer Special - De stand van loyaltyDDMA
 
DM Barometer Special - De marketeer in 2014
DM Barometer Special - De marketeer in 2014DM Barometer Special - De marketeer in 2014
DM Barometer Special - De marketeer in 2014DDMA
 
DM Barometer - Search marketing
DM Barometer - Search marketingDM Barometer - Search marketing
DM Barometer - Search marketingDDMA
 
DM Barometer - Special: De marketeer in 2013
DM Barometer - Special: De marketeer in 2013DM Barometer - Special: De marketeer in 2013
DM Barometer - Special: De marketeer in 2013DDMA
 
DM Barometer - Special: Zoekmachine marketing
DM Barometer - Special: Zoekmachine marketingDM Barometer - Special: Zoekmachine marketing
DM Barometer - Special: Zoekmachine marketingDDMA
 
DM Barometer - Special: Geen fabels maar feiten over e-mail (editie 2012)
DM Barometer - Special: Geen fabels maar feiten over e-mail (editie 2012)DM Barometer - Special: Geen fabels maar feiten over e-mail (editie 2012)
DM Barometer - Special: Geen fabels maar feiten over e-mail (editie 2012)DDMA
 
Trendonderzoek dialoogmedia - editie 2012 (Samenvatting)
Trendonderzoek dialoogmedia - editie 2012 (Samenvatting)Trendonderzoek dialoogmedia - editie 2012 (Samenvatting)
Trendonderzoek dialoogmedia - editie 2012 (Samenvatting)DDMA
 
DDMA Nationale E-mail Benchmark 2011
DDMA Nationale E-mail Benchmark 2011DDMA Nationale E-mail Benchmark 2011
DDMA Nationale E-mail Benchmark 2011DDMA
 
DDMA vooorlichting Code Social Media marketing code juni 2012
DDMA vooorlichting Code Social Media marketing code juni 2012DDMA vooorlichting Code Social Media marketing code juni 2012
DDMA vooorlichting Code Social Media marketing code juni 2012DDMA
 
Ppt jaarplan 2012 commissie onderzoek & educatie
Ppt jaarplan 2012 commissie onderzoek & educatiePpt jaarplan 2012 commissie onderzoek & educatie
Ppt jaarplan 2012 commissie onderzoek & educatieDDMA
 
Ppt jaarplan 2012 cie. events & awards
Ppt jaarplan 2012 cie. events & awardsPpt jaarplan 2012 cie. events & awards
Ppt jaarplan 2012 cie. events & awardsDDMA
 
Ppt jaarplan 2012 commissie kennis & redactie
Ppt jaarplan 2012 commissie kennis & redactiePpt jaarplan 2012 commissie kennis & redactie
Ppt jaarplan 2012 commissie kennis & redactieDDMA
 
Jaarplan 2012 commissie esp's
Jaarplan 2012 commissie esp'sJaarplan 2012 commissie esp's
Jaarplan 2012 commissie esp'sDDMA
 

Más de DDMA (20)

DM Barometer - Social marketing, puberaal of volwassen?
DM Barometer - Social marketing, puberaal of volwassen?DM Barometer - Social marketing, puberaal of volwassen?
DM Barometer - Social marketing, puberaal of volwassen?
 
DM Barometer - De marketeer in 2015
DM Barometer - De marketeer in 2015DM Barometer - De marketeer in 2015
DM Barometer - De marketeer in 2015
 
DDMA Usability onderzoek e-mailnieuwsbrieven
DDMA Usability onderzoek e-mailnieuwsbrievenDDMA Usability onderzoek e-mailnieuwsbrieven
DDMA Usability onderzoek e-mailnieuwsbrieven
 
Nationale E-mail Benchmark 2013
Nationale E-mail Benchmark 2013Nationale E-mail Benchmark 2013
Nationale E-mail Benchmark 2013
 
DDMA Nationale E-mail Benchmark 2014
DDMA Nationale E-mail Benchmark 2014DDMA Nationale E-mail Benchmark 2014
DDMA Nationale E-mail Benchmark 2014
 
DM Barometer Special - Mobile mysteries ontrafeld
DM Barometer Special - Mobile mysteries ontrafeldDM Barometer Special - Mobile mysteries ontrafeld
DM Barometer Special - Mobile mysteries ontrafeld
 
DM Barometer Special - Is data een kritische succesfactor
DM Barometer Special - Is data een kritische succesfactorDM Barometer Special - Is data een kritische succesfactor
DM Barometer Special - Is data een kritische succesfactor
 
DM Barometer Special - De stand van loyalty
DM Barometer Special - De stand van loyaltyDM Barometer Special - De stand van loyalty
DM Barometer Special - De stand van loyalty
 
DM Barometer Special - De marketeer in 2014
DM Barometer Special - De marketeer in 2014DM Barometer Special - De marketeer in 2014
DM Barometer Special - De marketeer in 2014
 
DM Barometer - Search marketing
DM Barometer - Search marketingDM Barometer - Search marketing
DM Barometer - Search marketing
 
DM Barometer - Special: De marketeer in 2013
DM Barometer - Special: De marketeer in 2013DM Barometer - Special: De marketeer in 2013
DM Barometer - Special: De marketeer in 2013
 
DM Barometer - Special: Zoekmachine marketing
DM Barometer - Special: Zoekmachine marketingDM Barometer - Special: Zoekmachine marketing
DM Barometer - Special: Zoekmachine marketing
 
DM Barometer - Special: Geen fabels maar feiten over e-mail (editie 2012)
DM Barometer - Special: Geen fabels maar feiten over e-mail (editie 2012)DM Barometer - Special: Geen fabels maar feiten over e-mail (editie 2012)
DM Barometer - Special: Geen fabels maar feiten over e-mail (editie 2012)
 
Trendonderzoek dialoogmedia - editie 2012 (Samenvatting)
Trendonderzoek dialoogmedia - editie 2012 (Samenvatting)Trendonderzoek dialoogmedia - editie 2012 (Samenvatting)
Trendonderzoek dialoogmedia - editie 2012 (Samenvatting)
 
DDMA Nationale E-mail Benchmark 2011
DDMA Nationale E-mail Benchmark 2011DDMA Nationale E-mail Benchmark 2011
DDMA Nationale E-mail Benchmark 2011
 
DDMA vooorlichting Code Social Media marketing code juni 2012
DDMA vooorlichting Code Social Media marketing code juni 2012DDMA vooorlichting Code Social Media marketing code juni 2012
DDMA vooorlichting Code Social Media marketing code juni 2012
 
Ppt jaarplan 2012 commissie onderzoek & educatie
Ppt jaarplan 2012 commissie onderzoek & educatiePpt jaarplan 2012 commissie onderzoek & educatie
Ppt jaarplan 2012 commissie onderzoek & educatie
 
Ppt jaarplan 2012 cie. events & awards
Ppt jaarplan 2012 cie. events & awardsPpt jaarplan 2012 cie. events & awards
Ppt jaarplan 2012 cie. events & awards
 
Ppt jaarplan 2012 commissie kennis & redactie
Ppt jaarplan 2012 commissie kennis & redactiePpt jaarplan 2012 commissie kennis & redactie
Ppt jaarplan 2012 commissie kennis & redactie
 
Jaarplan 2012 commissie esp's
Jaarplan 2012 commissie esp'sJaarplan 2012 commissie esp's
Jaarplan 2012 commissie esp's
 

Último

08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxnull - The Open Security Community
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024BookNet Canada
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsPrecisely
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 

Último (20)

08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power Systems
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 

DDMA Data Quality Award 2010 - Presentatie Mark Humphries - Essent Belgium

  • 1. Event: DDMA Data Quality Awards 2010 Spreker: Mark Humphries – Essent Belgium Datum: 14 oktober 2010, Klooster Noordwijk www.ddma.n l
  • 2. Project Dynamo Data Quality : delivered
  • 3. Our business We buy energy from the wholesale market We sell energy to the retail market Selling price – purchase price gross profit We collect transport, distribution and taxes That´s all we do
  • 4. Data fuels our business We collect information We update information when it changes We process information correctly Data Quality : “getting the data right”
  • 5. Context Rapid growth of the business •0 customers in 2002 •80k customers in 2006 •240k customers in 2007 Complex application environment •High maintenance costs •Poor integration •Unnecessary complexity Lack of controls •Poor data quality •Downstream errors Transaction based applications •No support for process integration •Inconsistent way of working •No structured exception handling
  • 6. Objectives Objectives : - Simplification and automation of processes - Focus on error handling - Increased data quality - Support for new market processes (MIG 4.0, SEPA, …) # Principle Aim Customer central The customer is the starting point for all processes First contact resolution Respond to customers’ needs in one contact First time right Eliminate errors Delegate responsibility by giving employees the Empowerment tools and the information they need to act Reduce costs by eliminating unnecessary Simplify complexity
  • 7. The business case Annual cost of poor data Investment in Data Quality + quality Migration Customer data 235 DQ & Mig Platform 398 Contract data 748 Customer data 221 Billing 124 Master data 46 Forecast & purchasing 240 Referential Integrity 20 Business Incidents 179 Products & tariffs 58 Validation on input 119 Software & data 316 Hardware 100 Total 1.526 Total 1.278 All amounts in k€
  • 8. The power to shock Customer number 67256292 Name Andre Richard customer Date of birth 15/3/1971 moves Customer number 67268392 Address Rue du Chêne 12 4680 Oupeye Name André Richard Date of birth null Address Rue Georges Simenon 7 Customer number 67635725 4680 Hermée new Name Francoise Declerc customer Date of birth 5/7/1969 Address Rue Du Chene 12 4680 Hermée 11 EAN 541456700000827610 Address Essent Rue Georges Simenon 7 EAN 541456700000672615 4680 Hermée Address Essent Rue Du Chene 12 Address DGO Rue Georges Simenon 7 4680 Hermée 4680 Oupeye Address DGO Rue du Chêne 12 4680 Oupeye
  • 9. Cleaning for Dynamo manual cleansing data update correct export scripts insert pump Axapta Mecoms DQ & Migration Back Office Dynamo extract Customer Installation Tools Human Road 65 Inference Access DNB Data WDM Graydon Register Snapshots
  • 10. Validation of addresses Phonetic suggestion is correct Phonetic suggestion is wrong
  • 11. Person or organisation? Z d ' d s d No change needed 3.444 Automatic change (3 - 1) 6.656 Investigation needed (2 - 2) 201 3.444 B2B with no VAT number d 5.909 B2C with B2B tariff
  • 12. Profiles and Meter Readings 0,2 0,18 0,16 Calculating the monthly advance 0,14 0,12 Elec S21 0,1 Elec S22 SLP S31 Gas 0,08 Gas S31 EAC 30.000 kWh/year 0,06 Gas S32 Price 0,05 €/kwH 0,04 0,02 0 Month Flat SLP Flat SLP Budget 1 2 3 4 5 6 7 8 9 10 11 12 1 125,00 271,41 2 125,00 231,30 Synthetic Load Profiles 3 125,00 210,39 for 2010 4 125,00 104,19 125,00 104,19 39,35 Contract start 5 125,00 40,46 125,00 40,46 39,35 6 125,00 20,55 125,00 20,55 39,35 7 125,00 15,95 125,00 15,95 39,35 8 125,00 15,58 125,00 15,58 39,35 Meter reading 9 125,00 30,30 10 125,00 102,57 11 125,00 195,49 12 125,00 261,81 Total 1.500,00 1.500,00 625,00 196,73 196,75
  • 13. Migration validation Transformation Loading Total fallout 116 steps 75 steps 0,2% 500 1600 validations validations
  • 14. It’s not all good news Social tariff is reserved for private persons • Organisations that had a social tariff have lost it • An order of nuns received a large correction bill A person must have a first name • Despite cleaning we still have customers called “.” • De Konink is all we have House number is mandatory • Sometimes the correct address has no house number • ‘t Frituurke - Arenbergplein