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©Analytic-translator.com
What Companies
Get Wrong
About Data Literacy
Wendy D. Lynch PhD.
Now, more than ever
The analytics field will grow to
almost $70B by 2030.
Almost all (97.2%) of large
organizations are investing in
big data and AI.
1. https://www.economist.com/leaders/2017/05/06/the-worlds-most-valuable-resource-is-no-longer-oil-but-data
2. US Census. 2021.
$67 B
Companies will need 25% more
analysts by 2030.
Generating more data, faster
than ever before.
How many projects make it?
Promise of
Big Data
Successful
Business
Application
Too few, it seems
Promise of
Big Data
Successful
Business
Application
•85% of big data projects fail.
https://designingforanalytics.com/resources/failure-rates-for-analytics-bi-iot-and-big-data-projects-85-yikes/
•87% of data science projects never make it into production
•Only 20% of analytics insights will deliver business
outcomes through 2022
•Only 50% of business decisions are made using data
Employee population
Capabilities
Read/recognize
Understand
Convince with
Explain complex analytics
Teach/perform analysis
Proficiency
With
Data
Population
Ninety percent of business
leaders believe data literacy will
be critical to their success.
1. https://hbr.org/2021/08/how-data-literate-is-your-company
So, it’s not surprising
Data Literacy
How literate?
The least literate
teams were
identified as
Human Resources
and Sales
Employee population
Capabilities
Read/recognize
Understand
Convince with
Explain complex analytics
Teach/perform analysis
Proficiency
With
Data
Population
75 percent of business leaders
believe most or all of their
workers are data literate
1. https://hbr.org/2021/08/how-data-literate-is-your-company
Data Literacy
Who is literate now?
BUT only 50% of middle managers
Employee population
Capabilities
Read/recognize
Understand
Convince with
Explain complex analytics
Teach/perform analysis
Proficiency
With
Data
Population
25 percent of employees are
confident in their data skills.
1. https://hbr.org/2021/08/how-data-literate-is-your-company
Who is actually literate
now?
Some studies report as few as
8% are highly skilled.
Employee population
Capabilities
Proficiency
With
Data
Population
And what can we expect ?
29% of US adults
cannot interpret a
simple graph
19% of US adults
have severe math
anxiety
62% of US adults
operate a very base
math level
Detectible on
fMRI as pain
and fear.
There are some limits to
the number of people
who will become highly
data literate.
Weight loss is easy!!
Fitness is
easy!!
Data
science is
easy!
Employee population
Capabilities
Proficiency
With
Data
Population
How do we improve data
literacy?
Mandatory education on
basics of data integrity,
reliability, manipulation
and elementary statistics
Next concept: Strategic Alignment
(a.k.a. Business Literacy)
People and processes are aligned in
their purpose and goals.
Proficiency
With
Business
Strategy
Companies whose people are
aligned on strategy grow revenue
58% faster and are 72% more
profitable
Strategic alignment between business and
technology explains 80% of the difference
between company performance
Capabilities
Employee population
Do my job
Connect my job to KPIs
Tie decisions to strategy
Create strategy
Can communicate strategy
Strategic
Alignment
Strategic Alignment
52% of executives have confidence
that most employees can explain
company strategy
Leaders think strategy is
clear
20% of executives have HIGH confidence
a.k.a. Business Literacy
Capabilities
Employee population
Do my job
Connect my job to KPIs
Tie activities to strategy
Create strategy
Can communicate strategy
Strategic
Alignment
How many understand strategy?
Only 29.3 percent correctly
identified business strategy
From a multiple-choice list
According to a study by PWC, 93% of
employees could not articulate their
company’s strategy
Strategic Alignment is easy!
Get everyone aligned.
Because I said so.
Capabilities
Employee population
Do my job
Connect my job to KPIs
Tie activities to strategy
Create strategy
Can communicate strategy
Strategic
Alignment
How do we increase business
literacy?
Communication,
Education,
Consistent messaging,
Aligned KPIs
Next concept: Emotional/Social Awareness
(a.k.a. Social literacy)
Proficiency
With
Business
Strategy
80% of long-term job success
depends on EQ, while only 20% on IQ
Managers with high
EQ had teams that
averaged 15-
20% higher revenue
52% of HR leaders say they
will be hiring managers
based on their emotional
intelligence
Employee population
Capabilities
Self aware
Recognize
Social skills
Guide others
Emotional
and Social
awareness
and ability
Population
Empathize
Why it’s especially important
90% of companies intend to accelerate
digital transformation.
70% of transformation projects fall short.
People Literacy
It’s people issues that make or break it
https://www.forbes.com/sites/servicenow/2022/09/14/digital-transformation-is-80-eq-and-20-iq/
The EYES test
36 sets of eyes. Identify emotion that is expressed. Indicates empathy.
Average score is 23.
People majoring in science and business have
significantly lower empathy than people in social
sciences.
https://journals.sagepub.com/doi/abs/10.1177/1069072709334233
Self aware
Recognize
Social skills
Guide others
Emotional
and Social
awareness
and ability
Population
Empathize
95 percent of people think they’re self-
aware, but only 10 to 15 percent actually
are
Only 36% of people are able to
recognize and identify emotions.
How many have people literacy?
How do we increase people
literacy?
Employee population
Emotional
and Social
awareness
and ability
Population
Can improve with
investment in
awareness
(self and other)
Along with
coaching and
feedback
Emotions are
easy!!
How would you rate your analytic ability:
Record your own answer
I can
follow a
bar graph
I can interpret
the result of
Advanced
output (e.g.
machine
learning)
1 2 3 4 5
I know what
statistical tests
should be
applied to
answer a
question
I perform
advance
modeling
techniques in
my job
I
understan
d what
statistical
significan
ce means
How would you rate your business
awareness:
Record your own answer
I just do
my job
I know how
our company is
performing on
all its key
metrics
1 2 3 4 5
I can explain
the overall
business
strategy for my
company
I develop
corporate
strategy and
create the
metrics that
measure it,
and
communicate
it
I know
how my
work ties
into
company
goals
How would you rate your emotional/social
awareness:
Record your own answer
Emotions
just get in
the way
of getting
things
done
I empathize
with others
and am
comfortable
acknowledging
negative
emotion
1 2 3 4 5
I can
accurately
identify my
own and
others’
feelings
I teach others
how to
recognize and
handle
emotional
issues and
situations
I can’t
always
tell what
others are
feeling
For how many of these areas did you score
a 3 or higher?
1.One
2.Two
3.Three
4.none
For how many of these areas did you score
a 5?
1.One
2.Two
3.Three
4.none
Employee population
Capabilities
Literacy
People
What we want: High Literacy
Literacy
People
What we have
Different efforts
People
Literacy
Business
Literacy
Data
Literacy
Owned by different groups
D
S B
Employee population
We all have different
strengths
D
S B
Employee population
We all have different
strengths
….and weaknesses
Employee population
We all have different
strengths
I’m an
analytics
expert
I’m a
business
expert
I’m a translator
….for some that is
translation
D
S B
Employee population
We all have different
strengths
….that we can leverage
Making aligned decisions
(with evidence and empathy)
What companies get wrong
1. Data literacy is a solitary solution
2. By itself, data literacy will make
decisions data-driven
3. Everyone can/must become highly
literate
4. We want non-experts to become
more expert
5. Creates a superior-inferior dynamic
It belongs in a broader, integrated context
There are strategic and social requirements
Realistically, people have varying strengths
Translators may be a smarter investment
Recognize strengths, fortify weaknesses
©Analytic-translator.com
Wendy D. Lynch
Clydette de Groot
wendy@analytic-translator.com
Book
Online Course

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What Companies Get Wrong about Data Literacy

  • 2. Now, more than ever The analytics field will grow to almost $70B by 2030. Almost all (97.2%) of large organizations are investing in big data and AI. 1. https://www.economist.com/leaders/2017/05/06/the-worlds-most-valuable-resource-is-no-longer-oil-but-data 2. US Census. 2021. $67 B Companies will need 25% more analysts by 2030. Generating more data, faster than ever before.
  • 3. How many projects make it? Promise of Big Data Successful Business Application
  • 4. Too few, it seems Promise of Big Data Successful Business Application •85% of big data projects fail. https://designingforanalytics.com/resources/failure-rates-for-analytics-bi-iot-and-big-data-projects-85-yikes/ •87% of data science projects never make it into production •Only 20% of analytics insights will deliver business outcomes through 2022 •Only 50% of business decisions are made using data
  • 5. Employee population Capabilities Read/recognize Understand Convince with Explain complex analytics Teach/perform analysis Proficiency With Data Population Ninety percent of business leaders believe data literacy will be critical to their success. 1. https://hbr.org/2021/08/how-data-literate-is-your-company So, it’s not surprising Data Literacy
  • 6. How literate? The least literate teams were identified as Human Resources and Sales
  • 7. Employee population Capabilities Read/recognize Understand Convince with Explain complex analytics Teach/perform analysis Proficiency With Data Population 75 percent of business leaders believe most or all of their workers are data literate 1. https://hbr.org/2021/08/how-data-literate-is-your-company Data Literacy Who is literate now? BUT only 50% of middle managers
  • 8. Employee population Capabilities Read/recognize Understand Convince with Explain complex analytics Teach/perform analysis Proficiency With Data Population 25 percent of employees are confident in their data skills. 1. https://hbr.org/2021/08/how-data-literate-is-your-company Who is actually literate now? Some studies report as few as 8% are highly skilled.
  • 9. Employee population Capabilities Proficiency With Data Population And what can we expect ? 29% of US adults cannot interpret a simple graph 19% of US adults have severe math anxiety 62% of US adults operate a very base math level Detectible on fMRI as pain and fear. There are some limits to the number of people who will become highly data literate.
  • 10. Weight loss is easy!!
  • 13. Employee population Capabilities Proficiency With Data Population How do we improve data literacy? Mandatory education on basics of data integrity, reliability, manipulation and elementary statistics
  • 14. Next concept: Strategic Alignment (a.k.a. Business Literacy) People and processes are aligned in their purpose and goals. Proficiency With Business Strategy Companies whose people are aligned on strategy grow revenue 58% faster and are 72% more profitable Strategic alignment between business and technology explains 80% of the difference between company performance
  • 15. Capabilities Employee population Do my job Connect my job to KPIs Tie decisions to strategy Create strategy Can communicate strategy Strategic Alignment Strategic Alignment 52% of executives have confidence that most employees can explain company strategy Leaders think strategy is clear 20% of executives have HIGH confidence a.k.a. Business Literacy
  • 16. Capabilities Employee population Do my job Connect my job to KPIs Tie activities to strategy Create strategy Can communicate strategy Strategic Alignment How many understand strategy? Only 29.3 percent correctly identified business strategy From a multiple-choice list According to a study by PWC, 93% of employees could not articulate their company’s strategy
  • 17. Strategic Alignment is easy! Get everyone aligned. Because I said so.
  • 18. Capabilities Employee population Do my job Connect my job to KPIs Tie activities to strategy Create strategy Can communicate strategy Strategic Alignment How do we increase business literacy? Communication, Education, Consistent messaging, Aligned KPIs
  • 19. Next concept: Emotional/Social Awareness (a.k.a. Social literacy) Proficiency With Business Strategy 80% of long-term job success depends on EQ, while only 20% on IQ Managers with high EQ had teams that averaged 15- 20% higher revenue 52% of HR leaders say they will be hiring managers based on their emotional intelligence
  • 20. Employee population Capabilities Self aware Recognize Social skills Guide others Emotional and Social awareness and ability Population Empathize Why it’s especially important 90% of companies intend to accelerate digital transformation. 70% of transformation projects fall short. People Literacy It’s people issues that make or break it https://www.forbes.com/sites/servicenow/2022/09/14/digital-transformation-is-80-eq-and-20-iq/
  • 21. The EYES test 36 sets of eyes. Identify emotion that is expressed. Indicates empathy. Average score is 23. People majoring in science and business have significantly lower empathy than people in social sciences. https://journals.sagepub.com/doi/abs/10.1177/1069072709334233
  • 22. Self aware Recognize Social skills Guide others Emotional and Social awareness and ability Population Empathize 95 percent of people think they’re self- aware, but only 10 to 15 percent actually are Only 36% of people are able to recognize and identify emotions. How many have people literacy?
  • 23. How do we increase people literacy? Employee population Emotional and Social awareness and ability Population Can improve with investment in awareness (self and other) Along with coaching and feedback
  • 25. How would you rate your analytic ability: Record your own answer I can follow a bar graph I can interpret the result of Advanced output (e.g. machine learning) 1 2 3 4 5 I know what statistical tests should be applied to answer a question I perform advance modeling techniques in my job I understan d what statistical significan ce means
  • 26. How would you rate your business awareness: Record your own answer I just do my job I know how our company is performing on all its key metrics 1 2 3 4 5 I can explain the overall business strategy for my company I develop corporate strategy and create the metrics that measure it, and communicate it I know how my work ties into company goals
  • 27. How would you rate your emotional/social awareness: Record your own answer Emotions just get in the way of getting things done I empathize with others and am comfortable acknowledging negative emotion 1 2 3 4 5 I can accurately identify my own and others’ feelings I teach others how to recognize and handle emotional issues and situations I can’t always tell what others are feeling
  • 28. For how many of these areas did you score a 3 or higher? 1.One 2.Two 3.Three 4.none
  • 29. For how many of these areas did you score a 5? 1.One 2.Two 3.Three 4.none
  • 33. D S B Employee population We all have different strengths
  • 34. D S B Employee population We all have different strengths ….and weaknesses
  • 35. Employee population We all have different strengths I’m an analytics expert I’m a business expert I’m a translator ….for some that is translation
  • 36. D S B Employee population We all have different strengths ….that we can leverage Making aligned decisions (with evidence and empathy)
  • 37. What companies get wrong 1. Data literacy is a solitary solution 2. By itself, data literacy will make decisions data-driven 3. Everyone can/must become highly literate 4. We want non-experts to become more expert 5. Creates a superior-inferior dynamic It belongs in a broader, integrated context There are strategic and social requirements Realistically, people have varying strengths Translators may be a smarter investment Recognize strengths, fortify weaknesses