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Thriving in the world of big data
Exploring the opportunities and challenges facing
organisations.
CHASS 2015 National Forum
ROB LIVINGSTONE
- Fellow, University of Technology, Sydney
- Principal, Rob Livingstone Advisory Pty Ltd
© All rights reserved. Rob Livingstone Advisory Pty Ltd.
Theme of this presentation
Big Data…..
• Easy to say
• Hard to do
Easy to say…..
• Analysts, vendors and the media are awash with impressive projected
(and actual reported) compound annual growth rates (CAGR) of
spending in Big Data.
• Despite these compelling numbers, the reality is that the majority of
organisations are still coming to terms with Big Data.
“ ….only 13% of organizations have achieved full-scale production for
their Big Data implementation.”*
“…..only 27% of respondents described their Big Data initiatives as
“successful” and only 8% described them as “very successful”. *
• These trends are also echoed elsewhere.
*Capgemini 2015 - ‘Cracking the Data Conundrum: How Successful Companies Make Big Data
Operational’
Hard to do……
Theme of this presentation
3 Fundamental issues:
• Business + Big Data = Big Value?
• Privacy + Big Data = Big Brother?
• Cybercrime + Big Data = Big Risk?
Big Data - a brief 3600
Key attributes
• Volume: Lots and lots of data – and growing exponentially.
• Velocity: Data is time-sensitive.
• Variety: Data in various forms, formats and from different sources.
• Validity: Interpreted data has a sound basis in logic or fact.
i.e. correct logical inferences.
• Veracity: Conformity to facts, data quality, accuracy.
• Value: Its importance, worth, or usefulness.
Big Data - a brief 3600
Other key considerations:
• Visibility: Assured accessibility.
2 sides of the same coin:
- Risk that critical data that is available but not visible – wrong decisions taken.
- Included data that should have been excluded – wrong decisions taken.
• Volatility: Managing change.
- How adaptable is the information architecture to change?
- How adaptable are your risk and governance processes in the face of change?
- Recognise that change can come from anywhere.
Other key considerations:
• Visibility: Assured accessibility.
2 sides of the same coin:
- Risk that critical data that is available but not visible.
- Included data that should have been excluded – wrong decisions taken
• Volatility: Managing change.
- How adaptable is the information architecture to change?
- How adaptable are your risk and governance processes in the face of change?
- Recognise that change can come from anywhere:
Big Data - a brief 3600
Big Data - a brief 3600
Other key considerations:
• Visibility: Assured accessibility.
2 sides of the same coin:
- Risk that critical data that is available but not visible.
- Included data that should have been excluded – wrong decisions taken
• Volatility: Managing change.
- How adaptable is the information architecture to change?
- How adaptable are your risk and governance processes in the face of change?
- Recognise that change can come from anywhere:
• Vendors – Understand your need and their value proposition.
- Eyes wide open!
- Evidence!
Big Data – Opportunities for organisations
• Depends on a range of factors such as: your industry,
market, compliance and regulatory mandates, business
strategy, risk profile / appetite.
• Opportunities can include:
Improved decision making (cognitive bias, accuracy,  timeliness, etc)
 Internal cost, waste and inefficiencies
 Time to take action
 Revenue (e.g.: Monetising data, new information based value-added
services or products, etc)
 Model and simulate business scenarios with increased accuracy and speed
(e.g. predictive analytics)
1. Executive’s understanding:
– Consistency of understanding at Executive level. Enterprise Big Data initiates are
everyone’s job, not just IT or the vendor’s.
2. Scrutinise the business case carefully. Then repeat the process.
– Expose and validate underlying business assumptions carefully.
– If anyone says it’s easy, insist on a proof of concept then seek evidence
3. What’s worked over there, may not work here.
– Other organisation’s success in Big Data will not automatically translate to yours.
– Beware of the bias of perceived success: Organisations & vendors promote success
stories, however failed projects may never see the light of day.
Big Data – Challenges for organisations
Big Data – Challenges for organisations
4. Assess your internal IT capabilities:
• Industry research* also indicates that executives’ perceptions of enterprise IT’s
performance remains largely negative.
– "...confidence in IT’s ability to support growth and other business goals is waning...."
– "... Moreover, IT and business executives disagree strongly on the function’s overall
priorities...“
5. Got the technology strategy, architecture and operations sorted?
* Arandjelovic, P., Bulin, L. and Khan, N. [2015], ‘Why CIOs should be business-strategy partners’, McKinsey & Company
Internal? Hybrid? Outsource?
6. Skills shortage in data science:
– Expertise needed to understand the statistics, mathematics, computer and
information science, operations research, etc. .
– Must also be skilled in working with new technologies, data interpretation and
visualisation as well as understand the business context.
7. IT architecture
– Getting the range of data sources and formats to play nicely together
– Ensuring security access control and identity management works!
8. Intra-organisational collaboration
– Data interpretation and finding meaningful business insights cannot, for the most part,
be done effectively within a functional silo.
– Collaboration depends on organisation’s culture, business model, incentive schemes
and structure.
Big Data – Challenges for organisations
9. Rate of technological change:
– ‘Future-proofing’ is a challenge where underlying technologies have a short half-life.
– ‘Outsourcing’ or public cloud solutions abstracts this challenge.
10. Protecting your Intellectual Property
– Do you have any IP that needs protecting? Data analysis algorithms, schemas etc?
– Ensuring security access control and identity management controls are secure.
11. Intra-organisational collaboration
– Data interpretation and finding meaningful business insights cannot effectively be
done within a functional silo.
12. Cybercrime / IT Security
– Unfortunately data breaches are almost routine.
– Cybercrime – State sponsored or ‘free market’ is a well resourced, highly skilled and
innovative threat.
Big Data – Challenges for organisations
• Big Data is all about extracting valuable insights from large volumes
of diverse data – like mining for diamonds – and then taking
appropriate action.
• Can be a game changer if your organisation gets it right.
• Be prepared, however to make some changes along the way, such as:
– Become a collaborative organisation – redesign jobs, processes, structures.
– Build a strong analytics capability internally.
– Adjust incentive schemes to successful outcomes
– Don’t assume ‘big-bang’ projects will succeed. Adopt lean startup principles to
your Big Data initiatives.
• Expect change and ensure you have effective governance in place.
Big Data – In summary
Thank you
W: www.rob-livingstone.com
E: rob@rob-livingstone.com
P: +61 2 8005 1972
M: +61 419 632 673
F: +61 2 9879 5004
Tw: @rladvisory
ROB LIVINGSTONE
- Fellow, University of Technology, Sydney
- Principal, Rob Livingstone Advisory Pty Ltd
© All rights reserved. Rob Livingstone Advisory Pty Ltd.

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Thriving in the world of Big Data

  • 1. Thriving in the world of big data Exploring the opportunities and challenges facing organisations. CHASS 2015 National Forum ROB LIVINGSTONE - Fellow, University of Technology, Sydney - Principal, Rob Livingstone Advisory Pty Ltd © All rights reserved. Rob Livingstone Advisory Pty Ltd.
  • 2. Theme of this presentation Big Data….. • Easy to say • Hard to do
  • 3. Easy to say….. • Analysts, vendors and the media are awash with impressive projected (and actual reported) compound annual growth rates (CAGR) of spending in Big Data. • Despite these compelling numbers, the reality is that the majority of organisations are still coming to terms with Big Data. “ ….only 13% of organizations have achieved full-scale production for their Big Data implementation.”* “…..only 27% of respondents described their Big Data initiatives as “successful” and only 8% described them as “very successful”. * • These trends are also echoed elsewhere. *Capgemini 2015 - ‘Cracking the Data Conundrum: How Successful Companies Make Big Data Operational’ Hard to do……
  • 4. Theme of this presentation 3 Fundamental issues: • Business + Big Data = Big Value? • Privacy + Big Data = Big Brother? • Cybercrime + Big Data = Big Risk?
  • 5. Big Data - a brief 3600 Key attributes • Volume: Lots and lots of data – and growing exponentially. • Velocity: Data is time-sensitive. • Variety: Data in various forms, formats and from different sources. • Validity: Interpreted data has a sound basis in logic or fact. i.e. correct logical inferences. • Veracity: Conformity to facts, data quality, accuracy. • Value: Its importance, worth, or usefulness.
  • 6. Big Data - a brief 3600 Other key considerations: • Visibility: Assured accessibility. 2 sides of the same coin: - Risk that critical data that is available but not visible – wrong decisions taken. - Included data that should have been excluded – wrong decisions taken. • Volatility: Managing change. - How adaptable is the information architecture to change? - How adaptable are your risk and governance processes in the face of change? - Recognise that change can come from anywhere.
  • 7. Other key considerations: • Visibility: Assured accessibility. 2 sides of the same coin: - Risk that critical data that is available but not visible. - Included data that should have been excluded – wrong decisions taken • Volatility: Managing change. - How adaptable is the information architecture to change? - How adaptable are your risk and governance processes in the face of change? - Recognise that change can come from anywhere: Big Data - a brief 3600
  • 8. Big Data - a brief 3600 Other key considerations: • Visibility: Assured accessibility. 2 sides of the same coin: - Risk that critical data that is available but not visible. - Included data that should have been excluded – wrong decisions taken • Volatility: Managing change. - How adaptable is the information architecture to change? - How adaptable are your risk and governance processes in the face of change? - Recognise that change can come from anywhere: • Vendors – Understand your need and their value proposition. - Eyes wide open! - Evidence!
  • 9. Big Data – Opportunities for organisations • Depends on a range of factors such as: your industry, market, compliance and regulatory mandates, business strategy, risk profile / appetite. • Opportunities can include: Improved decision making (cognitive bias, accuracy,  timeliness, etc)  Internal cost, waste and inefficiencies  Time to take action  Revenue (e.g.: Monetising data, new information based value-added services or products, etc)  Model and simulate business scenarios with increased accuracy and speed (e.g. predictive analytics)
  • 10. 1. Executive’s understanding: – Consistency of understanding at Executive level. Enterprise Big Data initiates are everyone’s job, not just IT or the vendor’s. 2. Scrutinise the business case carefully. Then repeat the process. – Expose and validate underlying business assumptions carefully. – If anyone says it’s easy, insist on a proof of concept then seek evidence 3. What’s worked over there, may not work here. – Other organisation’s success in Big Data will not automatically translate to yours. – Beware of the bias of perceived success: Organisations & vendors promote success stories, however failed projects may never see the light of day. Big Data – Challenges for organisations
  • 11. Big Data – Challenges for organisations 4. Assess your internal IT capabilities: • Industry research* also indicates that executives’ perceptions of enterprise IT’s performance remains largely negative. – "...confidence in IT’s ability to support growth and other business goals is waning...." – "... Moreover, IT and business executives disagree strongly on the function’s overall priorities...“ 5. Got the technology strategy, architecture and operations sorted? * Arandjelovic, P., Bulin, L. and Khan, N. [2015], ‘Why CIOs should be business-strategy partners’, McKinsey & Company Internal? Hybrid? Outsource?
  • 12. 6. Skills shortage in data science: – Expertise needed to understand the statistics, mathematics, computer and information science, operations research, etc. . – Must also be skilled in working with new technologies, data interpretation and visualisation as well as understand the business context. 7. IT architecture – Getting the range of data sources and formats to play nicely together – Ensuring security access control and identity management works! 8. Intra-organisational collaboration – Data interpretation and finding meaningful business insights cannot, for the most part, be done effectively within a functional silo. – Collaboration depends on organisation’s culture, business model, incentive schemes and structure. Big Data – Challenges for organisations
  • 13. 9. Rate of technological change: – ‘Future-proofing’ is a challenge where underlying technologies have a short half-life. – ‘Outsourcing’ or public cloud solutions abstracts this challenge. 10. Protecting your Intellectual Property – Do you have any IP that needs protecting? Data analysis algorithms, schemas etc? – Ensuring security access control and identity management controls are secure. 11. Intra-organisational collaboration – Data interpretation and finding meaningful business insights cannot effectively be done within a functional silo. 12. Cybercrime / IT Security – Unfortunately data breaches are almost routine. – Cybercrime – State sponsored or ‘free market’ is a well resourced, highly skilled and innovative threat. Big Data – Challenges for organisations
  • 14. • Big Data is all about extracting valuable insights from large volumes of diverse data – like mining for diamonds – and then taking appropriate action. • Can be a game changer if your organisation gets it right. • Be prepared, however to make some changes along the way, such as: – Become a collaborative organisation – redesign jobs, processes, structures. – Build a strong analytics capability internally. – Adjust incentive schemes to successful outcomes – Don’t assume ‘big-bang’ projects will succeed. Adopt lean startup principles to your Big Data initiatives. • Expect change and ensure you have effective governance in place. Big Data – In summary
  • 15. Thank you W: www.rob-livingstone.com E: rob@rob-livingstone.com P: +61 2 8005 1972 M: +61 419 632 673 F: +61 2 9879 5004 Tw: @rladvisory ROB LIVINGSTONE - Fellow, University of Technology, Sydney - Principal, Rob Livingstone Advisory Pty Ltd © All rights reserved. Rob Livingstone Advisory Pty Ltd.