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3rd International Conference on Business Servitization Price to Win Through Value Modelling for Service Offering 
Dr Linda Newnes – University of Bath 
Dr Yee Mey Goh – Loughborough University 
Benjamin Lee, William Binder and Christiaan Paredis – Georgia Institute of Technology
Funders and collaborators
Outline 
•Research background 
•Contract bidding framework development 
•Previous work 
•Value modelling approach
Academic Background 
•High level of uncertainty due to novelty of process and long-term nature of services 
•Bidding company needs to determine appropriate price bid to win against competitors
Definition of uncertainty 
Uncertainty 
a potential deficiency in any phase or activity of the process, which can be characterised as not definite, not known or not reliable 
Risk 
is the possible (positive or negative) effect of a certain event or situation.
Development of framework 
•Academic literature 
•Three experimental studies 
1.Visualisation of uncertainty 
2.If price bid changed with/without competitors 
3.Interviews with decision-makers to ascertain factors that influenced the price bids 
4.Workshops with stakeholders 
•Developed Uncertainty Framework
Managing uncertainty in contract bidding framework
Probability of winning the contract 
New value modelling approach 
Pacceptance = P(b > p) = 1 – P(b ≤ p) 
푃푙푒푎푑=푃푝<푝_퐴.푃푝<푝_퐵.푃푝<푝_퐶
VALUE MODELLING 
Build in intangible attributes that influence the decision
Probability of winning 
•Demonstrate using a public domain exemplar from BAE Systems MA&I - PERsistent Green Air Vehicle (PERGAVE) 
•Our value modelling approach to establish customer’s “willingness to pay”
PERGAVE Exemplar 
Requirement	Essential		Desirable	Aspiriational	 A	 Maintain	loiter	position	 within	2km	under	wind	 speed	 30kts	40kts	50kts	 B	Operational	Limits	 Up	to	66deg	N/S	 any	time	of	year	 Beyond	66deg	N/S	 during	winter	for	0	 -	5	weeks	 Beyond	66deg	N/S	 during	winter	for	 >5	weeks	 C	 Time	to	achieve	new	loiter	 position	 <	12	hours	<	9	hours	<	6	hours	 D	Power	/	Propulsion	2	kW	10	kW	50	kW	 E	Endurance	Requirements	Months	Year	Years	 F	Recycling	 Minimum	90%	 recyclable	on	 disposal	 Minimum	95%	 recyclable	on	 disposal	 100%	recyclable	on	 disposal	 G	Payload	Requirements	200kg	500kg	1000kg	 H	Loss	rate	1e-5	/	flying	hour	1e-6	/	flying	hour	1e-7	/	flying	hour	 I	Mission	failure	rates	<	1	in	5	<	1	in	10	<	1	in	25	 J	Maintenance	Intervals	 >	5000	flying	hours	 (6	months)	 >	10000	flying	 hours	(1	year)	 >	20000	flying	 hours	(2	years)
Inputs to Value Model 
Your 
Price bid 
Elicit 
Value to 
the Customer 
Competitors 
Price Bids
Five Step Process 
1.Value model creation 
2.Customer perception of the offerings 
3.Quantification of the price bids 
4.Establish expected values of your own and the competitor offerings 
5.Estimate the probability of winning the contract *Assume the customer is rational
Step 1 – Value model creation 
•Build the model mapping customers willingness to pay as a function of important attributes. 
•Aim is to quantify the experts uncertainty in what the customer would be willing to pay 
•Need to balance the number of questions you ask 
•We use Taguchi orthogonal arrays to minimise the elicitation questions
PERGAVE – 3 ‘hot’ buttons/attributes 
	 
	 	 	 Value	(£M)	 
Exp	 
Power	 
(kW)	 Payload	(kg)	 
Maintenance	Interval	 
(hrs)	 Min	 
Most	 
Likely	 Max	 
1	 2	 200	 5000	 6	 8	 10	 
2	 2	 500	 10000	 10	 12	 14	 
3	 2	 1000	 20000	 13	 15	 17	 
4	 10	 200	 10000	 11	 13	 15	 
5	 10	 500	 20000	 12.5	 14.5	 16.5	 
6	 10	 1000	 5000	 11	 13	 15	 
7	 50	 200	 20000	 13	 15	 17	 
8	 50	 500	 5000	 11.5	 13.5	 15.5	 
9	 50	 1000	 10000	 13.5	 15.5	 17.5	 
	 
Power (2, 10, 50)kW Payload (200, 500, 1000)kg Maintenance (5000, 10000, 20000)hrs 
Taguchi standard arrays – 3 attributes, 3 levels is an L9 array 
Elicit experts views on the perceived value to the customer
Value Model – Map the Relationships Willingness to Pay - Attributes 
A1 
A2 
Value 
Min ML Max
Step 2 – Customer’s perception 
•The customers belief in the proposed offerings – will you deliver what you state! 
•Quantifies any intangible risk factors that are assigned against individual bids, e.g. trust in the contractor’s capability, past experiences etc.
Our Offering/Competitor Offering 
	 	 
Proposed	 
Offering	 
	 
Experts	view	of	customers	 
belief	in	what	we	will	 
deliver	 
	 
Experts	view	of	 
customers	belief	in	 
what	competitor	will	 
deliver	 
	 	 Min	 ML	 Max	 Min	 ML	 Max	 
Power	(kW)	 10	 8	 10	 11	 8	 10	 11	 
Payload	(kg)	 1000	 800	 900	 1000	 800	 900	 1000	 
Maintenance	 
Interval	 
(hours)	 
	 
5000	 
	 
4500	 
	 
5000	 
	 
5500	 
	 
5000	 
	 
6000	 
	 
7000	 
	 Here you could assume the competitors offering is the winner
Step 3 – Quantification of price bids 
•Our price bid – we can assess a range of values 
•Competitor price bids – experts opinion for baseline 
•Can build in further Game Theoretic rules – e.g. loss leaders
Step 4 – Establish expected value 
•Monte Carlo simulations are used to propagate uncertainties in attributes through the value model 
•Using the mapping in what the value of the offering to the customer 
–Not what the contractors are stating 
–Value of what customer believe each contractor will deliver
Step 5 – Estimate probability of winning 
•Probability of acceptance against customer budget 
–Same as before 
•Probability of winning against competition 
–Value to the customer ≥ price bid 
–Offer greater value surplus than competitors
Decision Matrix 
Price bid (£M) 
5 
5.5 
6 
6.5 
7 
7.5 
8 
8.5 
9 
9.5 
10 
10.5 
11 
11.5 
12 
Probability of making a profit % 
0 
3 
13 
28 
50 
86 
94 
98 
100 
100 
100 
100 
100 
100 
100 
Expected Profit (if contract is won) 
-2 
-1.5 
-1 
-0.5 
0 
0.5 
1 
1.5 
2 
2.5 
3 
3.5 
4 
4.5 
5 
Probability of winning % (FROM VALUE MODEL) 
Competitor's Price = £9M 
100 
100 
100 
100 
100 
100 
100 
87 
35 
3 
0 
0 
0 
0 
0 
Competitor's Price = £8M 
100 
100 
100 
100 
100 
86 
21 
0 
0 
0 
0 
0 
0 
0 
0 
Probability of acceptance % (customer budget) 
Upper 
100 
98 
96 
92 
86 
77 
68 
59 
48 
37 
25 
16 
10 
5 
0 
Lower 
100 
98 
96 
92 
85 
74 
64 
53 
42 
31 
21 
13 
8 
4 
0
Decision Charts 
£M 
Probability %
ANY QUESTIONS? 
Thank you for listening.

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Servitization Yee Mey Goh

  • 1. 3rd International Conference on Business Servitization Price to Win Through Value Modelling for Service Offering Dr Linda Newnes – University of Bath Dr Yee Mey Goh – Loughborough University Benjamin Lee, William Binder and Christiaan Paredis – Georgia Institute of Technology
  • 3. Outline •Research background •Contract bidding framework development •Previous work •Value modelling approach
  • 4. Academic Background •High level of uncertainty due to novelty of process and long-term nature of services •Bidding company needs to determine appropriate price bid to win against competitors
  • 5. Definition of uncertainty Uncertainty a potential deficiency in any phase or activity of the process, which can be characterised as not definite, not known or not reliable Risk is the possible (positive or negative) effect of a certain event or situation.
  • 6. Development of framework •Academic literature •Three experimental studies 1.Visualisation of uncertainty 2.If price bid changed with/without competitors 3.Interviews with decision-makers to ascertain factors that influenced the price bids 4.Workshops with stakeholders •Developed Uncertainty Framework
  • 7. Managing uncertainty in contract bidding framework
  • 8. Probability of winning the contract New value modelling approach Pacceptance = P(b > p) = 1 – P(b ≤ p) 푃푙푒푎푑=푃푝<푝_퐴.푃푝<푝_퐵.푃푝<푝_퐶
  • 9. VALUE MODELLING Build in intangible attributes that influence the decision
  • 10. Probability of winning •Demonstrate using a public domain exemplar from BAE Systems MA&I - PERsistent Green Air Vehicle (PERGAVE) •Our value modelling approach to establish customer’s “willingness to pay”
  • 11. PERGAVE Exemplar Requirement Essential Desirable Aspiriational A Maintain loiter position within 2km under wind speed 30kts 40kts 50kts B Operational Limits Up to 66deg N/S any time of year Beyond 66deg N/S during winter for 0 - 5 weeks Beyond 66deg N/S during winter for >5 weeks C Time to achieve new loiter position < 12 hours < 9 hours < 6 hours D Power / Propulsion 2 kW 10 kW 50 kW E Endurance Requirements Months Year Years F Recycling Minimum 90% recyclable on disposal Minimum 95% recyclable on disposal 100% recyclable on disposal G Payload Requirements 200kg 500kg 1000kg H Loss rate 1e-5 / flying hour 1e-6 / flying hour 1e-7 / flying hour I Mission failure rates < 1 in 5 < 1 in 10 < 1 in 25 J Maintenance Intervals > 5000 flying hours (6 months) > 10000 flying hours (1 year) > 20000 flying hours (2 years)
  • 12. Inputs to Value Model Your Price bid Elicit Value to the Customer Competitors Price Bids
  • 13. Five Step Process 1.Value model creation 2.Customer perception of the offerings 3.Quantification of the price bids 4.Establish expected values of your own and the competitor offerings 5.Estimate the probability of winning the contract *Assume the customer is rational
  • 14. Step 1 – Value model creation •Build the model mapping customers willingness to pay as a function of important attributes. •Aim is to quantify the experts uncertainty in what the customer would be willing to pay •Need to balance the number of questions you ask •We use Taguchi orthogonal arrays to minimise the elicitation questions
  • 15. PERGAVE – 3 ‘hot’ buttons/attributes Value (£M) Exp Power (kW) Payload (kg) Maintenance Interval (hrs) Min Most Likely Max 1 2 200 5000 6 8 10 2 2 500 10000 10 12 14 3 2 1000 20000 13 15 17 4 10 200 10000 11 13 15 5 10 500 20000 12.5 14.5 16.5 6 10 1000 5000 11 13 15 7 50 200 20000 13 15 17 8 50 500 5000 11.5 13.5 15.5 9 50 1000 10000 13.5 15.5 17.5 Power (2, 10, 50)kW Payload (200, 500, 1000)kg Maintenance (5000, 10000, 20000)hrs Taguchi standard arrays – 3 attributes, 3 levels is an L9 array Elicit experts views on the perceived value to the customer
  • 16. Value Model – Map the Relationships Willingness to Pay - Attributes A1 A2 Value Min ML Max
  • 17. Step 2 – Customer’s perception •The customers belief in the proposed offerings – will you deliver what you state! •Quantifies any intangible risk factors that are assigned against individual bids, e.g. trust in the contractor’s capability, past experiences etc.
  • 18. Our Offering/Competitor Offering Proposed Offering Experts view of customers belief in what we will deliver Experts view of customers belief in what competitor will deliver Min ML Max Min ML Max Power (kW) 10 8 10 11 8 10 11 Payload (kg) 1000 800 900 1000 800 900 1000 Maintenance Interval (hours) 5000 4500 5000 5500 5000 6000 7000 Here you could assume the competitors offering is the winner
  • 19. Step 3 – Quantification of price bids •Our price bid – we can assess a range of values •Competitor price bids – experts opinion for baseline •Can build in further Game Theoretic rules – e.g. loss leaders
  • 20. Step 4 – Establish expected value •Monte Carlo simulations are used to propagate uncertainties in attributes through the value model •Using the mapping in what the value of the offering to the customer –Not what the contractors are stating –Value of what customer believe each contractor will deliver
  • 21. Step 5 – Estimate probability of winning •Probability of acceptance against customer budget –Same as before •Probability of winning against competition –Value to the customer ≥ price bid –Offer greater value surplus than competitors
  • 22. Decision Matrix Price bid (£M) 5 5.5 6 6.5 7 7.5 8 8.5 9 9.5 10 10.5 11 11.5 12 Probability of making a profit % 0 3 13 28 50 86 94 98 100 100 100 100 100 100 100 Expected Profit (if contract is won) -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 Probability of winning % (FROM VALUE MODEL) Competitor's Price = £9M 100 100 100 100 100 100 100 87 35 3 0 0 0 0 0 Competitor's Price = £8M 100 100 100 100 100 86 21 0 0 0 0 0 0 0 0 Probability of acceptance % (customer budget) Upper 100 98 96 92 86 77 68 59 48 37 25 16 10 5 0 Lower 100 98 96 92 85 74 64 53 42 31 21 13 8 4 0
  • 23. Decision Charts £M Probability %
  • 24. ANY QUESTIONS? Thank you for listening.