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DevoxxFR 2024 Reproducible Builds with Apache Maven
Data is the New Oil: Presented By Naveen Narayanan, Global Client Partner of KPISOFT
1.
2.
3.
4. Birth of Big Data
• 1994,
• What scares me about
this is that you know
more about my
customers after three
months than I know after
30 years
• 2x market
5. Why most Orgs get data journeys wrong?
Humans =
emotional & <
rational
Emotion is a
motivating
force
Daniel
Kahneman 2
system theory
Humans hate
being
contradicted
Data & WIIFM
Humans are
lazy in ”right”
choices
6. So just having data stare at you wont
make you change
• By 2020 – 80% of orgs will initiate mass data literacy programs
• 50% of Orgs will lack talent
• 20% more profitable
• By 2022, false and real information lines will blur
7. 4 Steps to Data
driven
organizations
• Insight Factory Vs Problems to
solve
• Small Vs Perfect Data
• Data Warehouse / Data Lake
• “Speed” of insights.
• Perfect vs good.
• involve user groups.
• bite(byte) size & Pull
8.
9.
10. Big Data – 4 V - volume, variety, velocity, veracity
16. 16
WHAT ARE WE CHANGING IN ENTERPRISES ?
Augmented Analytics is the Future
17.
18.
19.
20. Then, what is deep learning?
• ML on steroids
• Technique to amplify even
the smallest patterns
• Deep Neural Network – It
has many, many layers of
simple computational
nodes
20
21. 3 Questions Your Peers Are Asking
• What platform do I buy for
today and tomorrow?
• How do I link decision
intelligence, data discovery,
semantic modeling, APIs
and governance
• How do I deliver scale,
transformation and value?
22. Future of how we will consume Data
Open Query via voice Auto Cure, Auto ML –
yet to come
Interfaced with
Behavioural Economics
26. Data Spillage - Let us
consider Google as a case
study. Between July and
December 2016, Google
received over 45,500
requests from governments
all over the world to reveal
user information. Out of all
these requests, Google
complied with 60%, which
means that more often
than not, Google will
provide private user
information to
governments when
requested.
27. AI is like some
vice in college
(think any)
• Everyone talks about it
• No one knows how to do it
• Everyone thinks everyone is doing it
• So everyone claims they are doing it
28.
29. Benefits of
Analytics
· IMPROVED DECISION
MAKING
· REDUCE RISK AND
IMPROVE GOVERNANCE
· ACHIEVE GREATER
OPERATIONAL
EFFICIENCY
· GAIN MARKET
PRESENCE AND
INCREASED REVENUE
· ACCELERATE
INNOVATION
· GAIN BETTER INSIGHTS
ON CUSTOMER
BEHAVIOURS
· INCREASE EMPLOYEE
PERFORMANCE
· CONTROL ONLINE
REPUTATION
30.
31. For a typical Fortune 1000
company, just a 10% increase in
data accessibility will result in
more than $65 million additional
net income.
Retailers who leverage the full
power of big data could increase
their operating margins by as
much as 60%.
73% of organizations have already
invested or plan to invest in big
data by 2016
Poor data can cost businesses
20%–35% of their operating
revenue.
Bad data or poor data quality
costs US businesses $600 billion
annually.
Editor's Notes
Humans are wired to be emotional and less rational – subconscious pathways and neural stimuli are wired emotionally. Emotion is a motivating force
Daniel Kahneman
System 1 – Amygdala – Fast, Stereotype, emotional and subconscious
System 2 – Slow, effortful, logical, infrequent use, conscious, calculating
Humans hate being contradicted, especially deeply entrenched beliefs
Every conversation is “data and business benefits” and rarely on Data and its effects on beliefs and motivations
By 2020 – 80% of orgs will initiate mass data literacy programs
50% of Orgs will lack talent in AI and Data
Companies that have deep data/digital skills will be 20% more profitable
By 2022, most people in mature economies will not know between false and real information
Before beginning your insight factory, clear understanding on what you want to solve. Customer Churn?
Source the raw materials – start with “small data” and not perfect data. Data Warehouse is perfect over long term. Start with say POS data and move it with competitor data/traffic, share of wallet etc
Produce insights with speed – finite time limits to insights factory . Perfect vs good enough.
Deliver goods and Act – involve the user groups in insight. They need to be bite(byte size). Create pull
Average Repair Time is 30% below Target. The Decline is generated from the Elevator Repairs carried out by Contractor XYZ. If Not, Corrected, FY 19 Revenue Performance will be down by 2%. Ask your contractor to initiate Coach-ins with their installation team.
YoY gross margins are up 19 % over same time last year. Elevator installation services gross margins are up 23 % due to our new New Projects starting in Q2. Let's remind our contractors about margins from new agreements.
WhatcharacteristicsandcapabilitiesshouldIexpectfrommydataandanalyticsplatform, which addresses both my current and future business scenarios?
Howarecomponents,suchasdecisionintelligence,datadiscovery,semanticmodeling,APIs and exchange standards and governance services, related in my data and analytics platform?
HowcanIcreatedynamicdataandanalyticsorganizationmodelsfordigitalbusiness transformation that deliver scale and business value?
For a typical Fortune 1000 company, just a 10% increase in data accessibility will result in more than $65 million additional net income.
Retailers who leverage the full power of big data could increase their operating margins by as much as 60%.
73% of organizations have already invested or plan to invest in big data by 2016
Poor data can cost businesses 20%–35% of their operating revenue.
Bad data or poor data quality costs US businesses $600 billion annually.