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Statistical B2B Price Optimization Case Study
SITUATION |
A mid-market distributor with a history of acquisitions
quickly grew to be a global industry leader. With growth came an increasingly complex
pricing environment with tens of thousands of unique SKUs being sold to
over ten thousand unique customers every year across larger geographies. The
simplistic cost-based pricing matrix/segmentation structure (varying markups
based on simple dimensions such as customer type/size and product type/velocity)
started to break down.
Management periodically implemented price adjustments to pass
on supplier cost changes, and to maintain/increase profitability levels to meet financial targets. However, price
increases were becoming less and less effective (“did not stick”), causing
gaps to plans and forecasts – which translated into higher pressures to increase
volume.
The sales force grew skeptical of corporate pricing actions.
In an effort to chase and defend volume, they started engaging in increasingly
rampant discounting. Discounting became part of doing business every day. It consumed
significant rep time and effort, and it grew into a source of frustration across
the organization. Management also struggled to control the discounting behaviors (and, therefore, margins), and wished the sales force focused more on market
and customer value, rather than operating with a cost-driven pricing
mentality. |
SOLUTIONS IMPLEMENTED |
Analytics
- Developed
a new market-aligned price structure, by applying statistical techniques to segment transactional data based on
market-relevant factors, and to develop optimized pricing recommendations.
- Configured statistics to reflect input from sales, product management, and also from the executive team to ensure
alignment with business strategies.
- Balanced complexity with the need for a price structure that inherently
“makes sense” for all stakeholders, including the sales organization.
Execution and Change Management
- Removed visibility to cost and margin from the main user interface used by sales to manage transactional prices and discounts, replacing it by information on product/customer-specific "market price ranges" ("guidance").
- Realigned existing pricing approval/controls framework with new price structure.
- Conducted review of sales force incentives plan to update plan elements in support of strategic objectives.
- Formulated detailed communication
and training plans/agendas.
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TESTIMONIAL ON RESULTS |
“Our typically skeptical sales force was surprisingly
quick to buy into the new price structure. This was thanks to the effective
change management techniques the team deployed, but also a reflection on the
accuracy with which the new structure realigned prices with different price
sensitivities in our markets. With prices that had our sales force’s
confidence, the rate of rep-driven discounting plummeted to unprecedented low
levels. Our reps are also finding more time available to spend on value-add
selling activities, which they had previously spent on managing pricing issues.
Given the resulting margin expansion (2%+ margin improvement on affected sales
achieved in about a quarter, which came at no measurable expense of volume
loss), the project returned investment in just a few months.”
Regional Vice President of Sales |
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