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Xpertise Recruitment
Data Science IT Leaders Event
Nottingham – November 2015
Data Science Hiring Trends
• Indeed.com’s chief economist - job postings
for data scientists grew 57% for the first
quarter this year compared to the year-ago
quarter (May 2015)
• Searches for data scientist grew 73.5% for the
same period.
• The top-paying job listings at Facebook and
LinkedIn are for data scientists
Data Science Hiring Trends
Data Science Hiring Trends
Data Science Hiring Trends
Data Science Hiring Trends
At the heart of business transformation
Royal Mail’s Journey into
Advanced Data & Analytics
Andy McMurtrie
Head of Business Intelligence for Parcels
Group Business Intelligence
Royal Mail plc
Welcome to the Data Century
• Where the world's largest taxi company,
owns no vehicles.
• Where the world's most popular media
owner, creates no content.
• Where the most valuable retailer, has no
inventory.
• Where the world's largest accommodation
provider, owns no real estate.
Where will you be in one, three, five years time?
Data Strategy isn’t…
…hiring a load of data scientists & Qlikview
developers
A thriving business in a dynamic and
highly competitive industry…
Managing the decline in UK letter
volumes: -6.8% p.a. 2008-2013 UK parcels market volume growth:
+3.7% 2008-2013
Working to improve efficiency
& deliver exceptional
customer experience
Massive Data Potential
One of UK’s
largest
call centre
40,000+
vehicles
£2.5B goods
and services
procured from
>7,000
suppliers
Operational Efficiency
Fleet / fuel Optimisation
Procurement Analytics
Customer Analytics
13 billion
letters
delivered
1 billion
parcels
140,000
people
A step change
Data Decision
Makers
Data Driven Strategy & Investment
✓ Business drivers
✓ C-Level Buy In
✓ Investment: Talent & Technology
Delivering on the Strategy
• Talent, Team & Organisation
• Process
• Getting to the
The ingredients for a high performance
car (…or team!)
Data Science
The Engine
The ingredients for a high performance
car (…or team!)
Data Science
The EngineBusiness Analysis
Moving things forward
for the business
Solutions & Delivery
Holding it all together
Data Engineering
Making the solution
roadworthy
The Business
Business drivers &
value
A multidiscipline
team
Organised to be effective
?
Review &
Benefits
Realisation
Data Product
Delivery
Insight to
Action
Business
Incubator
Qualification
Weeks 6-8 Weeks 12-nWeeks 1-4 Weeks 4-6
Lead Generation
Data Science
Solution
Delivery
Stage Gates:
•Peer Review & Quality Control
•Value assessment
Data Consulting:
Data Strategy, Business Analysis, Engagement/Comms, Project Management, Benefits Realisation
From idea to value
Delivering on the investment
Data Science & Advanced
Analytics:
•Customer churn
•Product recommendation
Data Insight &
Visualisation:
•Source of truth, trusted
enterprise data
Data at the heart of decision-
making, products & services
The journey continues
Thank You!
Andy McMurtrie
andrew.mcmurtrie@royalmail.com
Find me on LinkedIn
(there aren’t many Andrew McMurtries at Royal Mail…)
Confidential
Putting Data Science at the heart of
business decisions
Dan Kellett
Director, Data Science
kellettboy1
kellettdan
29Confidential
30Confidential
The business problem should be core to everything a Data Scientist
does
31Confidential
What is the business problem you are trying to solve?
32Confidential
What data are available to solve the problem & do you trust it?
Data Scientist Sandpit
Open Data
Customer
Datamarts
Credit
Bureau Data
Website
Traffic
Simulated
Data
33Confidential
Choosing a technique to solve the problem
34Confidential
How will the analysis be carried out?
35Confidential
Text mining agent notes allow us to identify customers in vulnerable
situations to ensure we offer the appropriate support
36Confidential
CherryPicker automates a scan for key words in a range on online
news websites to present potential leads to fraud investigators
BodyText: ‘<p> Dan Kellett, the director in charge of Capital Oneu2019s UK datalab team, was
concerned today to find his name included in a list of fraudsters accused of conning members of the IT
architecture team currently seconded to the data lab </p>’,
‘<p> Mr Kellett claimed that the accusations of running a scam during the Tuesday Bake Club, made in
an anonymous post on the Pulse website, were completely unfounded. </p>’,
‘<p> u201ciu2019m not a hacker,u201d claimed Mr Kellett. u201cMy team has been duped into
thinking that I deliberately purchased Mr Kiplingu2019s Cherry Bakewells and passed them off as my
own during the charity event in aid of Comic Relief.u201d </p>’
FraudKeywords: ‘scam’, ‘duped’ , ‘hacker’
MerchantKeywords: ‘fraudsters’, ‘scam’, ‘conning’
Names:
‘Dan’ ‘Kellett’ ‘Mr’ ‘Kellett’ ‘Tuesday’ ‘Bake’
‘Bake’ ‘Club’ ‘Mr’ ‘Kellett’ ‘Cherry’ ‘Bakewells’
URL: ‘http://www.madeitup.com/notnews/garbage/teststory-2015-03-13.html’
37Confidential
The account tracker application allows us to understand a
customer’s journey instantly
38Confidential
39Confidential
The combined skills of a Data Science team have allowed us to unlock the
potential insights from data
Data Product
Design
Coding
Technology
Architecture
Statistical
Modelling
UK Data Science
Statisticians
New Hires
Data Analysts
IT / Comp Sci
Business
Understanding
40Confidential
Thank you

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Putting data science at the heart of business

  • 1. Xpertise Recruitment Data Science IT Leaders Event Nottingham – November 2015
  • 2.
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  • 5. Data Science Hiring Trends • Indeed.com’s chief economist - job postings for data scientists grew 57% for the first quarter this year compared to the year-ago quarter (May 2015) • Searches for data scientist grew 73.5% for the same period. • The top-paying job listings at Facebook and LinkedIn are for data scientists
  • 10.
  • 11.
  • 12. At the heart of business transformation Royal Mail’s Journey into Advanced Data & Analytics Andy McMurtrie Head of Business Intelligence for Parcels Group Business Intelligence Royal Mail plc
  • 13. Welcome to the Data Century • Where the world's largest taxi company, owns no vehicles. • Where the world's most popular media owner, creates no content. • Where the most valuable retailer, has no inventory. • Where the world's largest accommodation provider, owns no real estate. Where will you be in one, three, five years time?
  • 14. Data Strategy isn’t… …hiring a load of data scientists & Qlikview developers
  • 15. A thriving business in a dynamic and highly competitive industry… Managing the decline in UK letter volumes: -6.8% p.a. 2008-2013 UK parcels market volume growth: +3.7% 2008-2013 Working to improve efficiency & deliver exceptional customer experience
  • 16. Massive Data Potential One of UK’s largest call centre 40,000+ vehicles £2.5B goods and services procured from >7,000 suppliers Operational Efficiency Fleet / fuel Optimisation Procurement Analytics Customer Analytics 13 billion letters delivered 1 billion parcels 140,000 people
  • 17. A step change Data Decision Makers
  • 18. Data Driven Strategy & Investment ✓ Business drivers ✓ C-Level Buy In ✓ Investment: Talent & Technology
  • 19. Delivering on the Strategy • Talent, Team & Organisation • Process • Getting to the
  • 20. The ingredients for a high performance car (…or team!) Data Science The Engine
  • 21. The ingredients for a high performance car (…or team!) Data Science The EngineBusiness Analysis Moving things forward for the business Solutions & Delivery Holding it all together Data Engineering Making the solution roadworthy The Business Business drivers & value A multidiscipline team
  • 22. Organised to be effective ?
  • 23. Review & Benefits Realisation Data Product Delivery Insight to Action Business Incubator Qualification Weeks 6-8 Weeks 12-nWeeks 1-4 Weeks 4-6 Lead Generation Data Science Solution Delivery Stage Gates: •Peer Review & Quality Control •Value assessment Data Consulting: Data Strategy, Business Analysis, Engagement/Comms, Project Management, Benefits Realisation From idea to value
  • 24. Delivering on the investment Data Science & Advanced Analytics: •Customer churn •Product recommendation Data Insight & Visualisation: •Source of truth, trusted enterprise data Data at the heart of decision- making, products & services
  • 26. Thank You! Andy McMurtrie andrew.mcmurtrie@royalmail.com Find me on LinkedIn (there aren’t many Andrew McMurtries at Royal Mail…)
  • 27.
  • 28. Confidential Putting Data Science at the heart of business decisions Dan Kellett Director, Data Science kellettboy1 kellettdan
  • 30. 30Confidential The business problem should be core to everything a Data Scientist does
  • 31. 31Confidential What is the business problem you are trying to solve?
  • 32. 32Confidential What data are available to solve the problem & do you trust it? Data Scientist Sandpit Open Data Customer Datamarts Credit Bureau Data Website Traffic Simulated Data
  • 33. 33Confidential Choosing a technique to solve the problem
  • 34. 34Confidential How will the analysis be carried out?
  • 35. 35Confidential Text mining agent notes allow us to identify customers in vulnerable situations to ensure we offer the appropriate support
  • 36. 36Confidential CherryPicker automates a scan for key words in a range on online news websites to present potential leads to fraud investigators BodyText: ‘<p> Dan Kellett, the director in charge of Capital Oneu2019s UK datalab team, was concerned today to find his name included in a list of fraudsters accused of conning members of the IT architecture team currently seconded to the data lab </p>’, ‘<p> Mr Kellett claimed that the accusations of running a scam during the Tuesday Bake Club, made in an anonymous post on the Pulse website, were completely unfounded. </p>’, ‘<p> u201ciu2019m not a hacker,u201d claimed Mr Kellett. u201cMy team has been duped into thinking that I deliberately purchased Mr Kiplingu2019s Cherry Bakewells and passed them off as my own during the charity event in aid of Comic Relief.u201d </p>’ FraudKeywords: ‘scam’, ‘duped’ , ‘hacker’ MerchantKeywords: ‘fraudsters’, ‘scam’, ‘conning’ Names: ‘Dan’ ‘Kellett’ ‘Mr’ ‘Kellett’ ‘Tuesday’ ‘Bake’ ‘Bake’ ‘Club’ ‘Mr’ ‘Kellett’ ‘Cherry’ ‘Bakewells’ URL: ‘http://www.madeitup.com/notnews/garbage/teststory-2015-03-13.html’
  • 37. 37Confidential The account tracker application allows us to understand a customer’s journey instantly
  • 39. 39Confidential The combined skills of a Data Science team have allowed us to unlock the potential insights from data Data Product Design Coding Technology Architecture Statistical Modelling UK Data Science Statisticians New Hires Data Analysts IT / Comp Sci Business Understanding

Notes de l'éditeur

  1. We’re all about the data, numbers and metrics: Team of 11, of which 3 are Data Scientists. Not 14 Data Scientists. Although 11 more Will and Akis would be nice! The point being, that to deliver analytics and data driven requires a range of skills in a multidiscipine team
  2. We’re all about the data, numbers and metrics: Team of 11, of which 3 are Data Scientists. Not 14 Data Scientists. Although 11 more Will and Akis would be nice! The point being, that to deliver analytics and data driven requires a range of skills in a multidiscipine team