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18 I AFP Exchange October 2014
How to assess your forecasting
process performance
Luca De Angeli, FP&A
Forecasting
the Forecast
FP&AFORESIGHTS
Copyright ©2014 by the Association for Financial Professionals. All rights reserved in all countries.
www.AFPonline.org AFP Exchange I 19
Ask most chief financial
officers and finance
directors to describe
an ideal forecasting process, and
they’ll likely portray it as part of
an overall integrated performance
management framework, ultimately
driven by value-based measures. At
the same time, however, they’ll admit
that achieving this vision involves a
significant transformation to their
current forecasting process, system
and organization.
Given today’s uncertain business
conditions, improved forecasting
capability can help organizations better
leverage their business model within
their industry. But transforming the
forecasting process first requires assessing
its performance.
In a recent Accenture survey of
237 companies, only 11 percent said
they were fully satisfied with their
forecasting capability, compared to 17
percent two years ago, and 20 percent
10 years ago.
The current forecasting cycle,
mainly focused on the one-year
budget, does provide a level of detail
(excruciating details, some would
argue) that can help shape incentive
compensation plans and capital market
communications. But far too often,
the end result of what is often a tough
process is simply shelved and forgotten.
In response, companies such as
Statoil, the large Norwegian oil and
gas producer, abandoned its one-year
forecast based on budget in favor of
a quarterly, rolling planning cycle.
Shell, the Dutch oil and gas company,
went so far as to guarantee the full
alignment between its five-year plan
and its rolling forecast.
As these two companies and others
show, a best practice is emerging. An
integrated business process is taking
place to match future change and
optimize resources allocation, while
avoiding the risk of over-reacting,
because of a better understanding of
current and future business models
and industry landscapes.
The forecasting process is fully
leveraged as a business tool to check
assumptions and anticipate upcoming
change both externally (i.e., industry
regulatory change) and internally (i.e.
operation disruptions, etc.):
•	 The forecasting is embedded
in the overall planning cycle.
The forecast is basically used
to confirm or review resources
allocation (capture the
momentum, increasing flexibility
to maintain full adherence to the
long-term strategy).
•	 Bottom up. The process relies on a
full involvement of budget owners,
both for their deep knowledge of
business drivers and involvement
in managing resources.
•	 Complex modeling techniques are
in place. Information technology
best-of-breed is fully leveraged to
grant data workflow and analysis.
Forecasting criteria
Traditionally, the forecast process
performance has been assessed
combining two benchmarks: the cost
of the process and accuracy. The cost
was usually calculated in terms of the
overall price tag of the process and the
number of full-time employees. A third
dimension, sometimes considered, is
the length of the process: the longer it
is, the better is expected to be.
In a fast-changing, uncertain
business environment, however, are
these measures the right to be used?
Experience has shown that while
accuracy is critical to any forecasting
process, it must correlate with the
length of the process. In today’s fast-
changing environment, the real value
of the forecast is not to capture the
right numbers but to understand
the pattern and to understand how
the business is evolving. This means
developing a complex statistical
measurement—factorial analysis—to
understand the key drivers.
To capture this concept, the
traditional benchmark measures
Copyright ©2014 by the Association for Financial Professionals. All rights reserved in all countries.
20 I AFP Exchange October 2014
changes. These should include
the external market, a competitive
analysis and game theory, demand
and customers, as well as internal
data from operations, sales force
allocation and investment.
i.	Here, FP&A should ask many
questions to verify the process.
Start by asking if there is a value
driver approach in place. Other
questions: How are forecasting
scenarios developed and which
what-if analyses are performed?
How is accuracy itself measured
and checked?
ii.	Best practice: Conduct a
root-cause analysis. Factorial
analysis should be considered
in developing assumptions
to identify key value drivers.
Each key driver should then
be analyzed using a time series
regression. Where data are not
available, dynamic simulation
and assumption testing should
be used.
The adoption of this criteria, in
combination with the traditional
benchmarking performance measures,
can provide a better understanding of
your forecasting practice. Ultimately,
the evidence can be summarized in a
gap analysis that will represent the input
to develop the improvement plan.
Additionally, this performance
assessment approach will enable the
finance team to facilitate and increase
the process adoption rate, achieving full
ownership with their business clients.
Luca De Angeli, FP&A, is a consultant
with nearly two decades experience in
financial planning and analysis. He is
based in Switzerland.
ii.	Best practice: Use an 18-month
rolling forecast, run every
quarter, leveraging assumptions
and key drivers to increase
flexibility in resource allocation
across business units.
2. Consistency:
•	 Check the forecasting planning
cycle, sales to operations, and
the direct involvement of budget
owners. This process is primarily
bottom up, where each budget
owner can shape future scenarios,
combining these with overall
strategic objectives and targets to
develop an action plan.
i.	Here, the forecast is primarily
a reality check and should not
be considered as a process for
adjusting numbers to fill the
gap and meet targets. Budget
owners should be directly
involved and provide unbiased
data. Wide involvement
	 grants a more accurate picture
of the current position and
future outlook.
ii.	Best practice: Conduct a
periodic business review
involves business leaders and
key department managers
to assess key drivers and
define possible scenarios.
This should lead to an action
plan with clear and validated
accountability for each
initiative. FP&A should act as a
facilitator for this process.
3. Modeling:
•	 Modeling should focus on a small
set of metrics and drivers that
are essential for keeping track of
FP&AFORESIGHTScontinued
Traditionally, the
forecast process
performance has
been assessed
combining two
benchmarks:
the cost of
the process
and accuracy.
should be integrated with broader
forecasting assessment criteria. This is
encompasses three dimensions:
1. Rolling:
•	 The rolling forecast works as
a business process when it is
fully leveraged by both the
shareholders and the business-
unit leader to gain flexibility in
addressing the change:
i.	All parties must understand
how the resource allocation
process works and review it
for coherence with business
requirements specific to the
industry and the company.
As the rolling forecast is
prepared, FP&A should ask if
the forecasting is being used
to challenge and review the
budget and the long-term plan,
or it simply to passively report
the near future.
Copyright ©2014 by the Association for Financial Professionals. All rights reserved in all countries.

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October_FP&A-Foresights

  • 1. 18 I AFP Exchange October 2014 How to assess your forecasting process performance Luca De Angeli, FP&A Forecasting the Forecast FP&AFORESIGHTS Copyright ©2014 by the Association for Financial Professionals. All rights reserved in all countries.
  • 2. www.AFPonline.org AFP Exchange I 19 Ask most chief financial officers and finance directors to describe an ideal forecasting process, and they’ll likely portray it as part of an overall integrated performance management framework, ultimately driven by value-based measures. At the same time, however, they’ll admit that achieving this vision involves a significant transformation to their current forecasting process, system and organization. Given today’s uncertain business conditions, improved forecasting capability can help organizations better leverage their business model within their industry. But transforming the forecasting process first requires assessing its performance. In a recent Accenture survey of 237 companies, only 11 percent said they were fully satisfied with their forecasting capability, compared to 17 percent two years ago, and 20 percent 10 years ago. The current forecasting cycle, mainly focused on the one-year budget, does provide a level of detail (excruciating details, some would argue) that can help shape incentive compensation plans and capital market communications. But far too often, the end result of what is often a tough process is simply shelved and forgotten. In response, companies such as Statoil, the large Norwegian oil and gas producer, abandoned its one-year forecast based on budget in favor of a quarterly, rolling planning cycle. Shell, the Dutch oil and gas company, went so far as to guarantee the full alignment between its five-year plan and its rolling forecast. As these two companies and others show, a best practice is emerging. An integrated business process is taking place to match future change and optimize resources allocation, while avoiding the risk of over-reacting, because of a better understanding of current and future business models and industry landscapes. The forecasting process is fully leveraged as a business tool to check assumptions and anticipate upcoming change both externally (i.e., industry regulatory change) and internally (i.e. operation disruptions, etc.): • The forecasting is embedded in the overall planning cycle. The forecast is basically used to confirm or review resources allocation (capture the momentum, increasing flexibility to maintain full adherence to the long-term strategy). • Bottom up. The process relies on a full involvement of budget owners, both for their deep knowledge of business drivers and involvement in managing resources. • Complex modeling techniques are in place. Information technology best-of-breed is fully leveraged to grant data workflow and analysis. Forecasting criteria Traditionally, the forecast process performance has been assessed combining two benchmarks: the cost of the process and accuracy. The cost was usually calculated in terms of the overall price tag of the process and the number of full-time employees. A third dimension, sometimes considered, is the length of the process: the longer it is, the better is expected to be. In a fast-changing, uncertain business environment, however, are these measures the right to be used? Experience has shown that while accuracy is critical to any forecasting process, it must correlate with the length of the process. In today’s fast- changing environment, the real value of the forecast is not to capture the right numbers but to understand the pattern and to understand how the business is evolving. This means developing a complex statistical measurement—factorial analysis—to understand the key drivers. To capture this concept, the traditional benchmark measures Copyright ©2014 by the Association for Financial Professionals. All rights reserved in all countries.
  • 3. 20 I AFP Exchange October 2014 changes. These should include the external market, a competitive analysis and game theory, demand and customers, as well as internal data from operations, sales force allocation and investment. i. Here, FP&A should ask many questions to verify the process. Start by asking if there is a value driver approach in place. Other questions: How are forecasting scenarios developed and which what-if analyses are performed? How is accuracy itself measured and checked? ii. Best practice: Conduct a root-cause analysis. Factorial analysis should be considered in developing assumptions to identify key value drivers. Each key driver should then be analyzed using a time series regression. Where data are not available, dynamic simulation and assumption testing should be used. The adoption of this criteria, in combination with the traditional benchmarking performance measures, can provide a better understanding of your forecasting practice. Ultimately, the evidence can be summarized in a gap analysis that will represent the input to develop the improvement plan. Additionally, this performance assessment approach will enable the finance team to facilitate and increase the process adoption rate, achieving full ownership with their business clients. Luca De Angeli, FP&A, is a consultant with nearly two decades experience in financial planning and analysis. He is based in Switzerland. ii. Best practice: Use an 18-month rolling forecast, run every quarter, leveraging assumptions and key drivers to increase flexibility in resource allocation across business units. 2. Consistency: • Check the forecasting planning cycle, sales to operations, and the direct involvement of budget owners. This process is primarily bottom up, where each budget owner can shape future scenarios, combining these with overall strategic objectives and targets to develop an action plan. i. Here, the forecast is primarily a reality check and should not be considered as a process for adjusting numbers to fill the gap and meet targets. Budget owners should be directly involved and provide unbiased data. Wide involvement grants a more accurate picture of the current position and future outlook. ii. Best practice: Conduct a periodic business review involves business leaders and key department managers to assess key drivers and define possible scenarios. This should lead to an action plan with clear and validated accountability for each initiative. FP&A should act as a facilitator for this process. 3. Modeling: • Modeling should focus on a small set of metrics and drivers that are essential for keeping track of FP&AFORESIGHTScontinued Traditionally, the forecast process performance has been assessed combining two benchmarks: the cost of the process and accuracy. should be integrated with broader forecasting assessment criteria. This is encompasses three dimensions: 1. Rolling: • The rolling forecast works as a business process when it is fully leveraged by both the shareholders and the business- unit leader to gain flexibility in addressing the change: i. All parties must understand how the resource allocation process works and review it for coherence with business requirements specific to the industry and the company. As the rolling forecast is prepared, FP&A should ask if the forecasting is being used to challenge and review the budget and the long-term plan, or it simply to passively report the near future. Copyright ©2014 by the Association for Financial Professionals. All rights reserved in all countries.