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Creating a Data Driven Culture | PPTX
Creating a
Data Driven
Organization
Learning Objectives
• Define what it means to be data-driven
• The importance of data to
the success of their organization
• Identify areas where data can be
used to innovate through A/B testing
Creating a Data Driven
Organization
Learning Objectives
• Recognize the operational processes they
must have in place to fully utilize their data
• In turn, this will enhance:
• Revenue
• Compliance with regulations
• Employee training
• Strategic planning
• Consumer-based health outcomes
Creating a Data
Driven Organization
What Does It
Mean to be Data
Driven?
Having reports and dashboards does not
simply make you data driven.
Being data driven requires a data culture.
Creating a Data
Driven Organization
• Data environments in the healthcare landscape
are growing exponentially
• Collection strategies are becoming outdated
before they’re implemented
• Rules and regulations are always changing
• Healthcare organizations struggle to develop
standardized data collection and evaluation
processes across all departments
Creating a Data
Driven Organization
Challenges:
1. Data is everyone's business
2. Data is a corporate asset
3. Everything that can be measured,
must be measured
4. What can’t be measured, can’t be improved
Creating a Data
Driven Organization
Before organizations can begin to cultivate an
environment where data can thrive, they must
first understand certain truths about data:
Committing to Continuous
Improvement Through Data
To find your
greatest assets
Identify the
areas that impact
your success
Creating a Data
Driven Organization
Committing to Continuous
Improvement Through Data
• Value-based purchasing has
caused assets to be more
contingent upon each other,
such assets include:
• Clinical
• Finance
• Operations
• Community
• Making it important
to measure and
improve their
individual metrics.
Creating a Data Driven
Organization
To commit to continuous
improvement through
data, you must first
consider
the following questions…
Step One:
Can you answer these
6 questions about your
organization’s data?
Creating a Data
Driven Organization
1. What was the source of your data?
2. How well does the sample data
represent the population?
3. Does your data distribution include
outliers? How did they affect the results?
Creating a Data
Driven Organization
4. What assumptions are behind your analysis?
Might certain conditions render your assumptions
and your model invalid?
5. Why did you decide on that particular analytical
approach? What alternatives did you consider?
6. How likely is it that the independent variables are
actually causing the changes in the dependent
variable? Might other analyses establish causality
more clearly?
Creating a Data
Driven Organization
Step Two:
Is your operation
built to be data-
driven?
Creating a Data
Driven Organization
Upon definitively answering the
previous questions, your
organization must have proper
operational processes in place
to utilize the data to its full
advantage when making decisions.
Creating a Data
Driven Organization
Data-oriented mindsets and
infrastructure support metrics
• Important at the leadership level, everything your
organization accomplishes must be measured and
reported.
Data is centralized and organized
• Quality data culture is reliant on information being
visible to other programs within your organization
which allows leaders to see the data landscape as a
whole.
Creating a Data
Driven Organization
Policies govern data access.
• When basing decisions off data, processes must be in
place to determine who can access and change the
information.
Data access is layered.
• Everyone in your organization should have metrics that
support overall goals. Visibility into the status of these
metrics serve support to the greater goal.
Analytics are integrated into tools.
• Key metrics need to be integrated into your organization’s
primary system rather than an independent application.
Creating a Data
Driven Organization
Once you have answered
these questions, view the
following video for
additional advice on
operational processes to
build a data culture.
Creating a Data
Driven Organization
Creating an Organizational
Data Strategy
Sharing knowledge is power:
• In an industry that demands higher quality of care,
improved outcomes and lower costs - data can truly move
the meter.
• Access to complex data is essential to define a data
strategy
• This will help manage and utilize the information to both
the organization and industry’s advantage.
Creating a Data
Driven Organization
Consider the seven principles
of an effective organizational
data strategy to help improve
care and make better
decisions:
Creating a Data
Driven Organization
Creating a Data Driven
Organization
Creating an Organizational Data Strategy
Having a data strategy is
only half the battle:
• Everyone needs visibility of key
metrics and serve to support the
greater goal
• This means hiring key people with a
certain set of skills to help advance
the organization in the right
direction
Creating a Data Driven
Organization
According to a study done
by Black Book Marketing
Research in 2015, the most
sought after skills for C-
Suite level health care staff
were:
Creating a Data
Driven Organization
If you're in the market to hire
a C-suite level employee,
consider the following skill sets
for front line staff in your
organization:
Creating a Data
Driven Organization
Creating an Organizational
Data Strategy
• Once you have the right individuals in place,
you must focus on building team synergy.
• To avoid a disconnect focus on:
• Interactions
• Committing to a purpose
• Providing clear and consistent communication
• Practicing active listening and trust building
Creating a Data
Driven Organization
If all of these
principles are
put in place,
your data will
truly have an
environment
where it
can thrive!
Creating a Data Driven
Organization
Innovating Through
Experimentation
Innovating Through
Experimentation
• A/B testing is a
simple way to test
alternative strategies
against traditional ones
and determines which
version produces the
best results.
Opportunities to
Use A/B Testing
• Reducing no-shows
• Improving collections
• Clinical workflows
• Fundraising campaigns
Creating a Data Driven
Organization
Innovating Through
Experimentation
Culture is the integrated pattern of
human behavior that includes thought,
speech, action, and artifacts and
depends on man’s capacity for
learning and transmitting knowledge
to succeeding generations.”
- Webster’s New Collegiate Dictionary
Creating a Data
Driven Organization
In order to be successful:
• Don’t be afraid to share any findings you have
• You must have an open, sharing culture and reduce
any information silos that are already in place
Creating a Data
Driven Organization
Innovating Through
Experimentation
Democratize Your Data:
• Leveraging data and the expertise of your team,
along with communication between
departments, to move from gut to data-driven
decision making
Data is a corporate asset:
• To remain an asset, your employees should know
what data to leverage and where to find it
Creating a Data
Driven Organization
To fully democratize your organization and its
data, be sure to have the correct tools in place:
• An Electronic Health Record (EHR) platform
• Sharepoint
• Wiki
• Business documents
• Collaboration tools such as Slack, Invision or Trello
Creating a Data
Driven Organization
Innovating Through
Experimentation
Do You Have A HiPPO Culture?
• The “Highest paid person’s opinion” culture
Large bureaucracy vs. nimble startup
• “If we have data, let’s look at data. If all we have are
opinions, let’s go with mine.”
Prioritize the work
• “That’s a very interesting and smart idea of yours.
Let’s take it offline so that I can learn more…”
Creating a Data
Driven Organization
Not sure where to start?
Creating a Data
Driven Organization
Behavioral Health Knowledge and
Barriers to Knowledge Sharing
First you must take a look at the most
common areas that can hinder
knowledge sharing:
• Individual
• Organizational
• Technological
Creating a Data
Driven Organization
Next, take a look at some of the most common
Behavioral Health knowledge areas that require
data:
• Workflows and business processes
• Payers and related rules
• Intimate knowledge of clients
• Clinical practices and preferences
Creating a Data
Driven Organization
Behavioral Health Knowledge and
Barriers to Knowledge Sharing
Finally:
• If you need to, start small.
• Examine key areas and continually
work on ways to leverage your data.
• Remember, what can't be measured, can't be
improved.
Creating a Data
Driven Organization
Behavioral Health Knowledge and
Barriers to Knowledge Sharing
Metrics need to be tied to strategy
and should be:
• Easy to understand
• Have actionable outcomes
• Comparable
• Showcase rates/ratios
Creating a Data
Driven Organization
Behavioral Health Knowledge and
Barriers to Knowledge Sharing
Summary
Becoming a data driven organization is
a long, hard journey. But it is inevitable
that we become data driven, for survival
and success.
Let’s start the journey with small steps we
can commit to today.
Creating a Data
Driven Organization
Summary
Steps to becoming a data-driven organization:
Commit to data and lead by example in the following ways:
1. Make being data driven a strategic priority
2. Seek data in your decision-making
3. Commit to being a data champion
and/or hiring a data champion
4. Invest in an analytics organization
Creating a Data
Driven Organization

Creating a Data Driven Culture

  • 1.
  • 2.
    Learning Objectives • Definewhat it means to be data-driven • The importance of data to the success of their organization • Identify areas where data can be used to innovate through A/B testing Creating a Data Driven Organization
  • 3.
    Learning Objectives • Recognizethe operational processes they must have in place to fully utilize their data • In turn, this will enhance: • Revenue • Compliance with regulations • Employee training • Strategic planning • Consumer-based health outcomes Creating a Data Driven Organization
  • 4.
    What Does It Meanto be Data Driven?
  • 5.
    Having reports anddashboards does not simply make you data driven. Being data driven requires a data culture. Creating a Data Driven Organization
  • 6.
    • Data environmentsin the healthcare landscape are growing exponentially • Collection strategies are becoming outdated before they’re implemented • Rules and regulations are always changing • Healthcare organizations struggle to develop standardized data collection and evaluation processes across all departments Creating a Data Driven Organization Challenges:
  • 7.
    1. Data iseveryone's business 2. Data is a corporate asset 3. Everything that can be measured, must be measured 4. What can’t be measured, can’t be improved Creating a Data Driven Organization Before organizations can begin to cultivate an environment where data can thrive, they must first understand certain truths about data:
  • 8.
    Committing to Continuous ImprovementThrough Data To find your greatest assets Identify the areas that impact your success Creating a Data Driven Organization
  • 9.
    Committing to Continuous ImprovementThrough Data • Value-based purchasing has caused assets to be more contingent upon each other, such assets include: • Clinical • Finance • Operations • Community • Making it important to measure and improve their individual metrics. Creating a Data Driven Organization
  • 10.
    To commit tocontinuous improvement through data, you must first consider the following questions…
  • 11.
    Step One: Can youanswer these 6 questions about your organization’s data? Creating a Data Driven Organization
  • 12.
    1. What wasthe source of your data? 2. How well does the sample data represent the population? 3. Does your data distribution include outliers? How did they affect the results? Creating a Data Driven Organization
  • 13.
    4. What assumptionsare behind your analysis? Might certain conditions render your assumptions and your model invalid? 5. Why did you decide on that particular analytical approach? What alternatives did you consider? 6. How likely is it that the independent variables are actually causing the changes in the dependent variable? Might other analyses establish causality more clearly? Creating a Data Driven Organization
  • 14.
    Step Two: Is youroperation built to be data- driven? Creating a Data Driven Organization
  • 15.
    Upon definitively answeringthe previous questions, your organization must have proper operational processes in place to utilize the data to its full advantage when making decisions. Creating a Data Driven Organization
  • 16.
    Data-oriented mindsets and infrastructuresupport metrics • Important at the leadership level, everything your organization accomplishes must be measured and reported. Data is centralized and organized • Quality data culture is reliant on information being visible to other programs within your organization which allows leaders to see the data landscape as a whole. Creating a Data Driven Organization
  • 17.
    Policies govern dataaccess. • When basing decisions off data, processes must be in place to determine who can access and change the information. Data access is layered. • Everyone in your organization should have metrics that support overall goals. Visibility into the status of these metrics serve support to the greater goal. Analytics are integrated into tools. • Key metrics need to be integrated into your organization’s primary system rather than an independent application. Creating a Data Driven Organization
  • 18.
    Once you haveanswered these questions, view the following video for additional advice on operational processes to build a data culture. Creating a Data Driven Organization
  • 19.
    Creating an Organizational DataStrategy Sharing knowledge is power: • In an industry that demands higher quality of care, improved outcomes and lower costs - data can truly move the meter. • Access to complex data is essential to define a data strategy • This will help manage and utilize the information to both the organization and industry’s advantage. Creating a Data Driven Organization
  • 20.
    Consider the sevenprinciples of an effective organizational data strategy to help improve care and make better decisions: Creating a Data Driven Organization
  • 21.
    Creating a DataDriven Organization
  • 22.
    Creating an OrganizationalData Strategy Having a data strategy is only half the battle: • Everyone needs visibility of key metrics and serve to support the greater goal • This means hiring key people with a certain set of skills to help advance the organization in the right direction Creating a Data Driven Organization
  • 23.
    According to astudy done by Black Book Marketing Research in 2015, the most sought after skills for C- Suite level health care staff were: Creating a Data Driven Organization
  • 25.
    If you're inthe market to hire a C-suite level employee, consider the following skill sets for front line staff in your organization: Creating a Data Driven Organization
  • 27.
    Creating an Organizational DataStrategy • Once you have the right individuals in place, you must focus on building team synergy. • To avoid a disconnect focus on: • Interactions • Committing to a purpose • Providing clear and consistent communication • Practicing active listening and trust building Creating a Data Driven Organization
  • 28.
    If all ofthese principles are put in place, your data will truly have an environment where it can thrive! Creating a Data Driven Organization
  • 29.
  • 30.
    Innovating Through Experimentation • A/Btesting is a simple way to test alternative strategies against traditional ones and determines which version produces the best results. Opportunities to Use A/B Testing • Reducing no-shows • Improving collections • Clinical workflows • Fundraising campaigns Creating a Data Driven Organization
  • 31.
  • 32.
    Culture is theintegrated pattern of human behavior that includes thought, speech, action, and artifacts and depends on man’s capacity for learning and transmitting knowledge to succeeding generations.” - Webster’s New Collegiate Dictionary Creating a Data Driven Organization
  • 33.
    In order tobe successful: • Don’t be afraid to share any findings you have • You must have an open, sharing culture and reduce any information silos that are already in place Creating a Data Driven Organization
  • 34.
  • 35.
    Democratize Your Data: •Leveraging data and the expertise of your team, along with communication between departments, to move from gut to data-driven decision making Data is a corporate asset: • To remain an asset, your employees should know what data to leverage and where to find it Creating a Data Driven Organization
  • 36.
    To fully democratizeyour organization and its data, be sure to have the correct tools in place: • An Electronic Health Record (EHR) platform • Sharepoint • Wiki • Business documents • Collaboration tools such as Slack, Invision or Trello Creating a Data Driven Organization
  • 37.
  • 38.
    Do You HaveA HiPPO Culture? • The “Highest paid person’s opinion” culture Large bureaucracy vs. nimble startup • “If we have data, let’s look at data. If all we have are opinions, let’s go with mine.” Prioritize the work • “That’s a very interesting and smart idea of yours. Let’s take it offline so that I can learn more…” Creating a Data Driven Organization
  • 39.
    Not sure whereto start? Creating a Data Driven Organization
  • 40.
    Behavioral Health Knowledgeand Barriers to Knowledge Sharing First you must take a look at the most common areas that can hinder knowledge sharing: • Individual • Organizational • Technological Creating a Data Driven Organization
  • 41.
    Next, take alook at some of the most common Behavioral Health knowledge areas that require data: • Workflows and business processes • Payers and related rules • Intimate knowledge of clients • Clinical practices and preferences Creating a Data Driven Organization Behavioral Health Knowledge and Barriers to Knowledge Sharing
  • 42.
    Finally: • If youneed to, start small. • Examine key areas and continually work on ways to leverage your data. • Remember, what can't be measured, can't be improved. Creating a Data Driven Organization Behavioral Health Knowledge and Barriers to Knowledge Sharing
  • 43.
    Metrics need tobe tied to strategy and should be: • Easy to understand • Have actionable outcomes • Comparable • Showcase rates/ratios Creating a Data Driven Organization Behavioral Health Knowledge and Barriers to Knowledge Sharing
  • 44.
    Summary Becoming a datadriven organization is a long, hard journey. But it is inevitable that we become data driven, for survival and success. Let’s start the journey with small steps we can commit to today. Creating a Data Driven Organization
  • 45.
    Summary Steps to becominga data-driven organization: Commit to data and lead by example in the following ways: 1. Make being data driven a strategic priority 2. Seek data in your decision-making 3. Commit to being a data champion and/or hiring a data champion 4. Invest in an analytics organization Creating a Data Driven Organization