Becoming a DataDriven Organization

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Becoming a DataDriven Organization

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D. Half-Life: The number of weeks/days prior to the course when 50% of ... What are my four top market segments by sales? ... What market segments are growing ... – PowerPoint PPT presentation

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Title: Becoming a DataDriven Organization


1
Becoming a Data-Driven Organization
  • LIFELONG LEARNING 2007 GREG MARSELLO

2
  • Too many decisions in lifelong learning
    organizations are made today using the wrong
    approach. It not only leads to the wrong
    decisions being made, but it also actually takes
    more time to make the wrong decisions.

3
The Wrong Approach
  • The wrong approach usually involves a number of
    people making the decision, with the decision
    based more on the opinions of those people rather
    than the data.

4
Use a data-driven decision-making approach if you
are making decisions on
  • Activities to offer
  • Teachers or presenters
  • Budgeting
  • Pricing
  • Canceling courses
  • Promotion
  • Marketing
  • Length of time
  • Course/event format
  • Location
  • Brochure copy or any other programmatic or
    marketing kinds of decisions.

5
The Wrong Way
  • The wrong way is to make program and marketing
    decisions based on
  • Opinion. Many decisions are based on one or more
    persons opinion, rather than the actual facts
    and data.
  • Consensus. Group decisions often try to achieve
    consensus, more to preserve the group
    cohesiveness than to make the right decision.

6
The Wrong Way
  • Personality. The personality of a leader may move
    a decision in a certain direction. Other
    personalities, from those who talk a lot to those
    with purchasing power to those with seniority,
    often have undue influence.
  • Group morale. Some decisions are actually made
    more to maintain group morale than to make the
    right decision. One person might gain deference
    on a given decision because s/he has not won
    another decision, or certain persons feel left
    out, or a given decision makes everyone feel
    better.

7
Meetings Bad
  • Committee generally bad
  • Staff meetings bad
  • It takes time to
  • Plan
  • Convene
  • Make sure everyone has arrived
  • Do introductions and pleasantries
  • Distribute information
  • Consider exceptions
  • Handle diversions
  • Ignore interruptions
  • Make decisions.

8
  • The time spent in meetings, furthermore, takes
    time away from actually doing the programming and
    the marketing. Group decision making takes
    longer, and often deadlines are missed, causing a
    decrease in registrations.

9
The Right Way Person
  • The right way is to make data-driven decisions
    based on
  • Customer behavior
  • Customer evaluations
  • Customer demographics
  • Previous history
  • Other data.

10
The Right Way Person
  • The right person to make these decisions is the
    person who has the
  • Most information, and/or
  • Best information.
  • In almost all programming and marketing
    circumstances, there is one person who has access
    to or experience with previous history and more
    data than anyone else. That person should make
    the decision.

11
When Groups Help
  • The rare circumstances when groups make better
    decisions than individuals.
  • These almost always involve
  • High dollars, those decisions involving 100,000
    or more
  • High risk, those decisions with little or no
    previous history, often involving
    precedent-setting or new activities.
  • Little or no data, where there is little or no
    data available from which to make a data-driven
    decision.

12
When Groups Help
  • In these situations, groups often make better
    decisions than individuals. But these
    circumstances do not apply to most day-to-day,
    session-to-session, or event decision making for
    most programmatic and marketing decisions.

13
Redefine Decision-Making Authority
  • Assign responsibility. For every ongoing and
    regular decision involving programming and
    marketing, assign a person to make the decision.
    This often can be written into a persons job
    description. It can also be conveyed verbally or
    with a simple email.

14
Redefine Decision-Making Authority
  • Develop levels. Mentally, devise a dollar scale
    of decision making. For example, front line staff
    can make decisions up to 100 for such things as
    purchasing, refunds, discounts, and exceptions to
    rules. Professionals make decisions up to 10,000
    for such things as courses/ events, instructor
    pay, promotion costs, and so on. Executives are
    involved in decisions over 10,000.

15
Redefine Decision-Making Authority
  • No precedent setting. Staff understands they
    cannot make decisions which are precedent
    setting.
  • Decision guidelines. By your decision making, by
    your reporting and staff briefings, by sharing of
    information, and by demanding information, you
    make it clear that decisions are to be
    data-driven, based on customer behavior,
    participant evaluations, customer demographics,
    and other data.

16
Redefine Decision-Making Authority
  • Trust. Initially, top executives will need to
    trust the decisions made by staff. After a while,
    most staff will develop data-driven judgment and
    decision-making skills, and you can take
    corrective action with those people not making
    good decisions.

17
Redefine Decision-Making Authority
  • Advocate and object. If you are asked to serve on
    a decision-making committee, advocate for
    data-driven decision making by one or two
    individuals, document the inefficiencies of the
    committee, and mentally keep track of the bad
    decisions made for the next committee assignment.
    Advocate for data-driven decisions.

18
Use a data-driven decision-making approach if you
are making decisions on
  • Activities to offer
  • Teachers or presenters
  • Budgeting
  • Pricing
  • Canceling courses
  • Promotion
  • Marketing
  • Length of time
  • Course/event format
  • Location
  • Brochure copy or any other programmatic or
    marketing kinds of decisions.

19
Data to Collect
  • Demographics Registration
  • Promotion Method Registration/During Activity
  • Evaluations During Activity/Spot Check
  • Costs Invoices
  • Preferences Surveys
  • Not best to collect all data at same touch-point.

20
Demographics
  • Address
  • Birth Year
  • Gender
  • Occupation
  • Job Title
  • Best that you determine occupation and job title.

21
Promotion Method
  • Distribution Method
  • Mailing List
  • Snail or Electronic
  • Mailing 1, 2, 3
  • Word of Mouth
  • Web Site

22
(No Transcript)
23
Evaluations
  • Satisfaction
  • Teacher/Presenter
  • New Activities

24
Model Programmer Course Evaluation Form
  • Course__________________Teacher__________________
  • Programmer Evaluation. At the conclusion of the
    above course, the following information should be
    generated. A copy should be passed on to your
    supervisor, a copy should be put in the teachers
    file and a copy should be put in the course file.
  • A. Student Evaluations
  • 1. Overall, were you satisfied with the course?
    ____ YES ____NO
  • 2. Fill in your response to the following
    questions
  • 1very poor, 2needs improvement, 3okay,
    4good, 5excellent
  • Understood the subject matter. _____
  • Was well prepared for each session. _____
  • Made the goals and objectives clear at course.
    _____
  • Stimulated discussion and group
    involvement. _____
  • Provided individual help when needed. _____

25
  • 3. Comments. On a separate sheet of paper, list
    key comments on what participants liked about the
    course and improvements they suggested.
  • 4. Testimonials. On a separate sheet of paper,
    list key testimonials along with the persons
    name. Make sure to hold their evaluation form on
    file because it has their signature approving the
    use of their testimonial.
  • B. Teacher Evaluation
  • 1. Overall, were you satisfied with the course?
    ____ YES ____NO
  • 2. Fill in your response to the following
    questions
  • 1very poor, 2needs improvement, 3okay,
    4good, 5excellent
  • Was the organizations staff helpful? _____
  • Was your room prepared for your course? _____
  • Did the learning environment meet your
    needs? _____
  • Did the description clearly outline your
    course? _____
  • Did your programmer give you feedback? _____

26
  • 3. Comments. On a separate sheet of paper, list
    key comments on what teachers liked about the
    course and what improvements they suggested.
  • 4. Testimonials. On separate paper, list key
    testimonials along with the teachers name. Make
    sure to hold their evaluation form on file
    because it has their signature approving the use
    of their testimonial.
  • C. Performance Analysis
  • 1. Price of the Course _____
  • 2. Total Registrations _____
  • 3. Total Withdrawals _____
  • 4. Total Income (after withdrawals) _____
  • 5. Total Cost of Promotion _____
  • If there was additional promotion beyond the
    catalog listing, attach a copy to this
    evaluation. To figure the promotional cost of
    a course in a catalog, divide the total cost of
    the catalog (desktop, printing, mail, etc.) by
    the number of courses.

27
  • 6. Total Cost of Production (instructor fee,
    materials, space) _____
  • 7. Total Direct Costs (5 6) _____
  • 8. Operating Margin (4 5 6) _____
  • D. Half-Life The number of weeks/days prior to
    the course when 50 of registrations were
    generated _____
  • E. Participant Analysis Report. On separate
    paper, breakdown the students demographics Age,
    Sex, Geography, Education Level.
  • F. Programmer Evaluation
  • 1. Overall, were you satisfied with the course?
    _____
  • 2. Rate the teacher on the Likert Scale
    (15) _____
  • 3. What action steps would you take to improve
    this course?

28
Costs
  • Promotion
  • Production
  • Administration

29
Preferences
  • Whatever You Need to Know
  • More Surveys, Not Less

30
The Language You Should Be Speaking
  • Repeat Rate
  • Lifetime Value
  • Operating Margin
  • Cancellation Rate
  • BrochureParticipant Ratio or Response Rate
  • Staff Productivity
  • Average Participants
  • Average Fee
  • Satisfaction Level
  • Development Costs
  • Go/No Go Point
  • Promotion CostIncome Ratio

31
Making It Happen
  • LERN Program Planner Tool
  • LERN Contract Training Tool
  • LERN Segmenting Tool
  • Web-Based Software

32
Push Down Data Analysis
80/20
7 Primary Market Segments
33
Dig Deeper
  • Analysis by market segment involves taking each
    of your market segments or primary customer
    audiences and analyzing sales.

34
Total sales by market segment
  • What is my top market segment by sales?
  • What are my four top market segments by sales?
  • My four top market segments are what percent of
    total sales?
  • My next three top market segments are what?
  • What market segments are growing faster than
    others?
  • Are any market segments stable or declining in
    sales? Do I keep them?

35
Average sales per customer
  • What is my top market segment by average sales
    per person?
  • What are my poorest market segments by average
    sales per person?
  • Do I keep targeting my poorest market segments?

36
Percentage growth
  • What market segments are growing as a percentage
    of total sales?
  • What market segments are declining as a
    percentage of total sales?
  • What is my strategy for my segments that are
    growing?
  • What is my strategy for those segments not
    growing?

37
Market share/market potential
  • As market share, how are my market segments
    doing?
  • As market potential, how are my market segments
    doing?
  • What do I keep as my primary market segments?
  • What do I drop as my primary market segments?
  • What do I add as my primary market segments?

38
By product
  • How are sales of each of my product lines by
    market segment?
  • Are there new products/programs or product lines
    I need to develop for a particular market
    segment?

39
Top customers
  • Who, by name, are my top 1,000 customers for this
    year, by dollar sales?
  • Who, by name, are my top 100 customers?
  • Who, by name, are my top 10 customers?
  • Is there anything I want to write, say or do for
    my top customers?

40
Thank You!marsello_at_lern.org
Be Data-Driven!
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