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Business Analytics Masters Program

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Presentation on theme: "Business Analytics Masters Program"— Presentation transcript:

1 Business Analytics Masters Program
California Polytechnic State University May 3, 2017

2 Oracle Collaboration Project Overview
Information on Companies Targeted for EMP SaaS Current Purchase Rate: 11% Maximize Rate of Purchase Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

3 Increase Purchase Rate of EPM SaaS
Identified characteristics of the companies who purchased EPM SaaS Construct recommendations per our final model Model to predict whether a company would purchase EPM SaaS Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

4 Increase Purchase Rate of EPM SaaS
Identified characteristics of the companies who purchased EPM SaaS Construct recommendations per our final model Model to predict whether a company would purchase EPM SaaS Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

5 Increase Purchase Rate of EPM SaaS
Companies Targeted for EPM SaaS Yes Purchased Oracle Products in Past 5 Years No Revenue Companies Disengaged Companies 90% Purchased Other Oracle Products 10% Had Not Purchased Other Oracle Products Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

6 Increase Purchase Rate of EPM SaaS
Companies Targeted for EPM SaaS Yes Purchased Oracle Products in Past 5 Years No Revenue Companies Disengaged Companies 90% Purchased Other Oracle Products 10% Had Not Purchased Other Oracle Products Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

7 Increase Purchase Rate of EPM SaaS
Companies Targeted for EPM SaaS Yes Purchased Oracle Products in Past 5 Years No Revenue Companies Disengaged Companies 90% Purchased Other Oracle Products 10% Had Not Purchased Other Oracle Products Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

8 Ideal Prospects Revenue Companies Disengaged Companies
Spending in customer experience cloud products, Oracle SaaS products and ERP Avoid previous users of data integration products and Virtual Machine products Target companies outside of North America, specifically Japan Professional Services industry Companies with high event engagement Lower-midsize companies, avoid above-midsize companies Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

9 Recommendations Introduction Process Ideal Prospects Recommendations
Dashboard Conclusion

10 Target Companies with High ERP Cloud Spending
High ERP Spending LAD and North America In most regions, average ERP Cloud spending was at least 3 times as high in companies who had purchased EPM SaaS Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

11 Target Companies with High ERP Cloud Spending
High ERP Spending LAD and North America In LAD and North America, average ERP Cloud spending was at least 5 times as high for WON companies ERP Cloud spending was 6 times higher for WON companies in lower midsize Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

12 Target Companies with High ERP Cloud Spending
High ERP Spending LAD and North America ERP Cloud spending provides the insight for companies in LAD and North America in the lower midsize segment; Oracle experienced respective purchase rates of 29% and 33%. Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

13 Target Disengaged Companies Outside of North America in the Lower Midsize Market
Where to Target Them Over 25% purchase rate overall Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

14 Target Disengaged Companies Outside of North America in the Lower Midsize Market
Where to Target Them Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

15 Target Disengaged Companies Outside of North America in the Lower Midsize Market
Where to Target Them EMEA, APAC, and LAD have the highest purchase rates among regions LAD: 34% Purchase Rate EMEA: 45% Purchase Rate APAC: 37% Purchase Rate Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

16 Target Disengaged Companies Outside of North America in the Lower Midsize Market
Where to Target Them The lower midsize market has the highest purchase rate among market sizes with 36% companies purchasing EPM SaaS Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

17 Target Disengaged Companies Outside of North America in the Lower Midsize Market
Where to Target Them Capture disengaged companies by increasing brand awareness in lower midsize markets in EMEA, APAC, and LAD through hosting events specifically catered to new customers. Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

18 Use Event and URL Click Count to Find Prospects
Event Count URL Click Count Companies that purchased EPM SaaS attended over 3.5 times as many events on average Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

19 Use Event and URL Click Count to Find Prospects
Event Count URL Click Count Companies in the lower midsize market that purchased EPM SaaS had clicked on EPM-related URLs over 7 times as often on average Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

20 Use Event and URL Click Count to Find Prospects
Event Count URL Click Count For companies with high engagement, host more exclusive events for companies showing interest in EPM SaaS 1. Tailor to company’s needs 2. Offer trials and demos 3. Cater to smaller group of companies Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

21 Take Advantage of High Success Rate in Lower Midsize Companies
Lower Midsize Market Above Midsize Market 18% of companies in the lower midsize market purchased EPM SaaS Only 18% of companies targeted for EPM SaaS in lower midsize market Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

22 Take Advantage of High Success Rate in Lower Midsize Companies
Lower Midsize Market Above Midsize Market Only 8% of companies in the above midsize market purchased EPM SaaS 60% of companies targeted for EPM SaaS in above midsize market Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

23 Take Advantage of High Success Rate in Lower Midsize Companies
Lower Midsize Market Above Midsize Market Increasing targeting of companies in the lower midsize market segment can effectively increase sales volume. Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

24 Low Performing Industry
Modify Marketing in Industries with Low Performance, Particularly in Education and Research Low Performing Industry Education and Research Media and Entertainment, Healthcare, Education and Research, and Utilities 7%, 7%, 6%, and 5% respective purchase rates Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

25 Education and Research
Modify Marketing in Industries with Low Performance, Particularly in Education and Research Low Performing Industry Education and Research Education and Research is the 4th largest industry currently being targeted for EPM SaaS 6.4% purchase rate Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

26 Modify Marketing in Industries with Low Performance, Particularly in Education and Research
Low Performing Industry Education and Research Offer product use licenses for students of schools who are considering purchasing and implementing EPM SaaS. This will not only entice customers in the present to buy, but will also expose students to Oracle’s product solutions early on. Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

27 Increase Sales Efforts In Japan
Web Engagement Karoshi Japan has the highest rate of purchase among regions; 26% Purchase rates of 35% in professional services, 23% in retail, 58% in above midsize market Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

28 Increase Sales Efforts In Japan
Web Engagement Karoshi 24% of all Japanese companies attended at least one event 0 count for whitepaper and webinar count Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

29 Increase Sales Efforts In Japan
Web Engagement Karoshi 1/5 of Japan’s workers are at risk for Karoshi Serious problem with overworking employees Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

30 Increase Sales Efforts In Japan
Web Engagement Karoshi Take advantage of Japan’s attractive market by targeting more companies in the professional services and retail industries, especially those in the above midsize market; market as a means to ease human labor. Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

31 New Variable: Adaptability
Replace Poor Performing Flags with a New Indicator Variable for Adaptability Oracle 2K Flag Key Accounts Flag New Variable: Adaptability Typically, a company marked with an Oracle 2K Flag is less likely to have purchased EPM SaaS Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

32 New Variable: Adaptability
Replace Poor Performing Flags with a New Indicator Variable for Adaptability Oracle 2K Flag Key Accounts Flag New Variable: Adaptability Other than in the region APAC, a company marked with a Key Accounts Flag is less likely to have purchased EPM SaaS Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

33 New Variable: Adaptability
Replace Poor Performing Flags with a New Indicator Variable for Adaptability Oracle 2K Flag Key Accounts Flag New Variable: Adaptability Capacity for innovation Past responses to breakthrough products Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

34 New Variable: Adaptability
Replace Poor Performing Flags with a New Indicator Variable for Adaptability Oracle 2K Flag Key Accounts Flag New Variable: Adaptability Create a new indicator variable named “Adaptability” by combining rankings from innovation indexes with a measure of how quickly companies adapted to past breakthrough Oracle products. Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

35 Ideas for Future Analysis: EPM SaaS and Beyond
Create extensive customer profiles for targeting future EPM SaaS customers Could provide specific template of ideal companies Find and merge innovation index for creation of variable Will add a new dimension to the analysis Model for potential Cloud customers in general EPM SaaS is only one element of the structural shift to Cloud Ideas for Future Analysis: EPM SaaS and Beyond Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

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37 Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

38 Three Steps of Our Approach
What Why How A productive loop of making and verifying assumptions variables are statistically significant? are these variables important? can we come up with the recommendations? Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

39 Three Steps of Our Approach
What Why How A productive loop of making and verifying assumptions variables are statistically significant? are these variables important? can we come up with the recommendations? Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

40 Three Steps of Our Approach
What Why How A productive loop of making and verifying assumptions variables are statistically significant? are these variables important? can we come up with the recommendations? Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

41 Three Steps of Our Approach
What Why How A productive loop of making and verifying assumptions variables are statistically significant? are these variables important? can we come up with the recommendations? Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

42 The Variables That Matter
What Why How An examination on Information, Engagement and Product Line variables Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

43 The Variables That Matter
What Why How Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

44 The Variables That Matter
What Why How Variable Selection Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

45 The Variables That Matter
What Why How Variable Selection Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

46 The Profile of Companies Purchasing EPM SaaS
What Why How Aspects and tools to conclude the characteristics of the EPM users Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

47 The Profile of Companies Purchasing EPM SaaS
What Why How Profile Comparison Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

48 The Profile of Companies Purchasing EPM SaaS
What Why How Profile Comparison Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

49 The Profile of Companies Purchasing EPM SaaS
What Why How Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

50 The Right Strategy for The Right Client
What Why How Target Clients Potential Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

51 Recommendations for specific products
The Right Strategy for The Right Client What Why How Target Clients 1 Region & Country 2 Industry Potential 3 Highlight & Trend Recommendations for specific products 4 Product Lines Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

52 Our recommendations matrix
Introduction Process Ideal Prospects Recommendations Dashboard Conclusion

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