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Visual Analytics
for Comp Plan Assessment


Donya B. Rose
Managing Principal, The Cygnal Group, Inc.




                                             1
From data to information




                           2
Where is the money going?

Group sales payments
by
 Role category
 Comp plan measure

Use size to show
 % of total dollars by
  category

You can tell at a glance
 Where your comp
  dollars are going by
  role and measure




                                                   3
Where is the money going?

Group sales payments
by
 Geography
 Comp plan measure

Use size to show
 % of total dollars by
  category

You can tell at a glance
 Where your comp
  dollars are going by
  role and geography




                                                   4
Where is the money going?

Group sales payments by
 Geography
 Comp plan measure
 Sales role

Use size to show
 % of total dollars by
  category

Use color to show
 % of dollars in each cell
  from each geo

You can tell at a glance
 Where your comp
  dollars are going by role
  and measure, with a
  good idea about which
  geos dominate the
  spending
                                                      5
Who is earning what on which plan component?

Group sales payments by
 Comp plan measure
 Sales role
 Quarter
 Person

Use size to show
 Average payout per
  person per quarter

You can tell at a glance
 Which sales people are
  earning the most
 Which components are
  delivering the most pay
  by role



     All the variations in the prior series can be applied to this one as well
                             (by geo, by role and geo)                           6
Which components are payout over/under target?

Group total payout %
target by
 Comp plan measure
 Sales role
 Person

Use size to show
 Average payout across
  all participants

You can tell at a glance
 Which components are
  payout over/under
  target
 Which roles are
  earning over/under
  target



                                                                        7
How is performance disbursed around quota?

Group actual sales % quota by
 Comp plan measure
 Sales role
 Person
 Geography

Differentiate marks
 Color for geography
 Shape for measure

Add reference lines & color
code them
 Median
 90th percentile
 5th percentile

You can tell at a glance
 What the performance
  distribution is for each
  column, and how they
                                                                         8
  compare
Payout % Target distributions

Group sales people by
 Role category
 Geography
 Actual comp % target

Use color to show
 <100% red
 Around 100% gray
 >100% green

You can tell at a glance
 Where the people are
 Which regions are
  paying over/under target
 Which roles are
  performing over/under
  target
 Where there are non-
  normal distributions
                                                         9
Comparing total compensation distributions

Group sales people by
 Role category
 Legacy company
 Actual comp total
  compensation last year

Use color to show
 Legacy company

You can tell at a glance
 The distribution of total
  compensation by role
 The difference in
  compensation practices
  between companies




                                                                      10
Understanding the sources of variability in comp

Group sales people by
 Role category
 Legacy company

Use color to show
 Legacy company

Chart
 Plot actual variable pay
  vs. base pay
 Add reference lines at
  25th and 75th percentiles

You can tell at a glance
 Where variable pay is
  the primary source of
  variability in pay, and
  where base contributes
  as much or more
                                                                            11
The relationships between variable pay and productivity

Group sales people by
 Role category
 Legacy company

Use color to show
 Sales role

Chart
 Plot actual variable pay
  vs. quota attainment
 Add reference lines at
  100%

You can tell at a glance
 How much quotas
  matter to total
  compensation
 Whether management
  discretion is liberally
  applied
                                                                           12
Pay mix compared across two organizations

Group sales people by
 Role category
 Legacy company

Use color to show
 Legacy company

Chart
 Pay mix (Actual incentive %
  Total Comp) vs. Base, by
  year
 Add reference lines at
  median, 25th and 75th
  percentiles

You can tell at a glance
 How pay mix compares
  between companies
 How stable pay mix has
  been across years
 If people with higher bases
  tend to have higher or lower
  incentive payouts                                                     13
How consistent is quota performance by person

Group sales people by
 Role category
 Legacy company

Use color to show
 Each person separately

Chart
 Actual sales % quota
  for two consecutive
  years

You can tell at a glance
 If performance against
  quota is overall up or
  down year over year
 If top performers one
  year are also top
  performers the next
  year
                                                                      14
How consistent is quota performance by person

Group sales people by
 Role category

Use color to show
 Selling roles

Chart
 Actual sales % quota
  for two consecutive
  years on an XY plot

You can tell at a glance
 If top performers one
  year are also top
  performers the next
  year




                                                                      15
How have plans changed over time?

Group sales people by
 Role category
 Year

Use color to show
 Plan measures

You can tell at a glance
 If variable pay has
  generally been up or
  down over the years
 How much plan
  measures have
  changed
 How consistent plan
  measures are across
  selling roles



                                                          16
How did you do that?

The tool we use is Tableau, personal edition, v4.1
from Tableau Software, www.tableausoftware.com

To get the charts you want, you need to stack the data
    One row for each
        Person
        Year (or quarter)
        Measure (including Base)
    On each row provide
         Identifying information (business unit, hire date, employee ID, etc.)
         Performance goal (quota)
         Performance actual
         Target incentive
         Actual incentive

Another favorite reference:
The Visual Display of Quantitative Information by Edward Tufte
see www.edwardtufte.com

                                                                                  17
About The Cygnal Group
The Cygnal Group is a consulting firm specializing in sales compensation plan design. We are based
   in Chapel Hill, NC and serve clients headquartered all over the U.S., and even some in Europe.
   Our practice spans large and small companies, public and private, global and locally focused.
Clients include very large companies (e.g., Home Depot, Comcast), mid-sized companies (e.g.,
    Valassis, Misys, Thomson), game changers (e.g., Red Hat, Sensus Metering), and smaller
    companies (e.g., GXS, Prometric), and even some companies hiring their first sales person (e.g.,
    Meritech, Magnet Street).
Donya Rose is the Managing Partner of The Cygnal Group. She speaks regularly to audiences of
  Business, Sales, and HR leaders, and has contributed to numerous articles on the subject of
  compensating the sales force. Prior to founding The Cygnal Group, Ms. Rose was a consultant in
  the Sales Rewards practice at Towers Perrin.


Learn more about our services, and read our sales comp blog at
   www.cygnalgroup.com
Contact us at
   info@cygnalgroup.com
   929-933-2290


                                                                                                   18

More Related Content

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  • 1. Visual Analytics for Comp Plan Assessment Donya B. Rose Managing Principal, The Cygnal Group, Inc. 1
  • 2. From data to information 2
  • 3. Where is the money going? Group sales payments by Role category Comp plan measure Use size to show % of total dollars by category You can tell at a glance Where your comp dollars are going by role and measure 3
  • 4. Where is the money going? Group sales payments by Geography Comp plan measure Use size to show % of total dollars by category You can tell at a glance Where your comp dollars are going by role and geography 4
  • 5. Where is the money going? Group sales payments by Geography Comp plan measure Sales role Use size to show % of total dollars by category Use color to show % of dollars in each cell from each geo You can tell at a glance Where your comp dollars are going by role and measure, with a good idea about which geos dominate the spending 5
  • 6. Who is earning what on which plan component? Group sales payments by Comp plan measure Sales role Quarter Person Use size to show Average payout per person per quarter You can tell at a glance Which sales people are earning the most Which components are delivering the most pay by role All the variations in the prior series can be applied to this one as well (by geo, by role and geo) 6
  • 7. Which components are payout over/under target? Group total payout % target by Comp plan measure Sales role Person Use size to show Average payout across all participants You can tell at a glance Which components are payout over/under target Which roles are earning over/under target 7
  • 8. How is performance disbursed around quota? Group actual sales % quota by Comp plan measure Sales role Person Geography Differentiate marks Color for geography Shape for measure Add reference lines & color code them Median 90th percentile 5th percentile You can tell at a glance What the performance distribution is for each column, and how they 8 compare
  • 9. Payout % Target distributions Group sales people by Role category Geography Actual comp % target Use color to show <100% red Around 100% gray >100% green You can tell at a glance Where the people are Which regions are paying over/under target Which roles are performing over/under target Where there are non- normal distributions 9
  • 10. Comparing total compensation distributions Group sales people by Role category Legacy company Actual comp total compensation last year Use color to show Legacy company You can tell at a glance The distribution of total compensation by role The difference in compensation practices between companies 10
  • 11. Understanding the sources of variability in comp Group sales people by Role category Legacy company Use color to show Legacy company Chart Plot actual variable pay vs. base pay Add reference lines at 25th and 75th percentiles You can tell at a glance Where variable pay is the primary source of variability in pay, and where base contributes as much or more 11
  • 12. The relationships between variable pay and productivity Group sales people by Role category Legacy company Use color to show Sales role Chart Plot actual variable pay vs. quota attainment Add reference lines at 100% You can tell at a glance How much quotas matter to total compensation Whether management discretion is liberally applied 12
  • 13. Pay mix compared across two organizations Group sales people by Role category Legacy company Use color to show Legacy company Chart Pay mix (Actual incentive % Total Comp) vs. Base, by year Add reference lines at median, 25th and 75th percentiles You can tell at a glance How pay mix compares between companies How stable pay mix has been across years If people with higher bases tend to have higher or lower incentive payouts 13
  • 14. How consistent is quota performance by person Group sales people by Role category Legacy company Use color to show Each person separately Chart Actual sales % quota for two consecutive years You can tell at a glance If performance against quota is overall up or down year over year If top performers one year are also top performers the next year 14
  • 15. How consistent is quota performance by person Group sales people by Role category Use color to show Selling roles Chart Actual sales % quota for two consecutive years on an XY plot You can tell at a glance If top performers one year are also top performers the next year 15
  • 16. How have plans changed over time? Group sales people by Role category Year Use color to show Plan measures You can tell at a glance If variable pay has generally been up or down over the years How much plan measures have changed How consistent plan measures are across selling roles 16
  • 17. How did you do that? The tool we use is Tableau, personal edition, v4.1 from Tableau Software, www.tableausoftware.com To get the charts you want, you need to stack the data One row for each Person Year (or quarter) Measure (including Base) On each row provide Identifying information (business unit, hire date, employee ID, etc.) Performance goal (quota) Performance actual Target incentive Actual incentive Another favorite reference: The Visual Display of Quantitative Information by Edward Tufte see www.edwardtufte.com 17
  • 18. About The Cygnal Group The Cygnal Group is a consulting firm specializing in sales compensation plan design. We are based in Chapel Hill, NC and serve clients headquartered all over the U.S., and even some in Europe. Our practice spans large and small companies, public and private, global and locally focused. Clients include very large companies (e.g., Home Depot, Comcast), mid-sized companies (e.g., Valassis, Misys, Thomson), game changers (e.g., Red Hat, Sensus Metering), and smaller companies (e.g., GXS, Prometric), and even some companies hiring their first sales person (e.g., Meritech, Magnet Street). Donya Rose is the Managing Partner of The Cygnal Group. She speaks regularly to audiences of Business, Sales, and HR leaders, and has contributed to numerous articles on the subject of compensating the sales force. Prior to founding The Cygnal Group, Ms. Rose was a consultant in the Sales Rewards practice at Towers Perrin. Learn more about our services, and read our sales comp blog at www.cygnalgroup.com Contact us at info@cygnalgroup.com 929-933-2290 18