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Slow Down, You’re Moving Too Fast
How the Right Sales Data Can Help Improve Your Sales Process
DAVID HOOD
CEO, VANILLASOFT
David Hood is a successful software entrepreneur with
extensive international experience in finance, business
development, sales, and marketing. Under his leadership
VanillaSoft has grown over the past decade from a small start-
up to a leader in the inside sales and CRM space focusing on
sales engagement and cadence automation.
david@vanillasoft.com
What can you LEARN from
studying 130,000,000 sales
interactions?
THE
STUDY
Big Data
Telfer School of Management,
Business Analytics Division, University of Ottawa
• 130,000,000 interactions retained from a total of 220,000,000
• 45,000,000 distinct contacts
• 4,000,000 Web leads
• 550 companies
• Over 40 countries, close to 5,000,000 data points from Europe
• Over 30 industries, 70% B2B and 30% B2C
Study Objectives
What are the most consistent and relevant variables
that are significant for a lead conversion model?
What are the relationships and patterns between
these variables, and how do they impact lead
conversion outcomes?
Study Approach
• Cross-Industry Standard Process for Data Mining (CRISP-DM)
• Calculated central tendency measures of initially identified
variables to plot distributions and understand relationships
between them
• Correlation statistics and logistic regression used to verify
relationship between variables
• Preliminary results –the current study should wrap up by
end of year.
Areas of Focus
Seeking clear outcomes
Speed-to-Lead
How quickly do you respond to a warm lead?
Persistency
How often do you attempt to engage the lead?
Variables Affecting Positive Outcome
What influences a next step, or a sale versus a loss?
SPEED-TO-LEAD
Past studies have shown the
importance of responding
quickly to warm inbound leads
First Contact
Attempt
5.8%
7.1%
10.9%
12.3%
13.4% 13.5%
14.3%
13.4% 13.3%
13.9%
13.0% 12.8% 13.0%
6.3%
5.4%
First Contact Attempt: Responses Time To
Web Leads and Outcomes
Call Day
First Attempt
64.98
139.86
141.92 140.31 138.67
136.14
87.9
125.43
117.51
114.11 112.72 112.77 114.03
96.64
Call Day to Response Rate (Duration)
First Attempts
Call Time
First Attempt
135.64
145.99 146.36
148.24 147.05
139.04
136.85
132.11
125.77
114.55
100.24
91.64
87.63
123.72 122.31
124.93
126.79
123.65
119.08 118.92
116.04
111.23
103.17
91.64
84.24
76.89
Time of Call to Response Rate (Duration)
First Attempts
Call Back Times
7
16
22
14
8 8 8
6
4
2 2
2
1
3
12
14
9
7
9
7
7 6
8
9
6
2
Scheduled Call Back Times
B2B B2C
PERSISTENCY
Speed-to-lead is really about
the first touch. So, how
important are
follow-up attempts?
Average
Contact Trend
Average
Contact Trend
3.248
4.135
5.766
6.516
6.12
5.661
5.947 5.909 5.93
Average Contact Trend (Win Outcome)
Average
Contact
Average
Contact
Average
Contact
Call
Productivity
• No direct link is found between call productivity (number of
calls) and success.
• A strong correlation is found between call productivity and
follow-up, which strongly increases success.
• The best performers made between 50-60 calls a day.
Sales
Experience
• Experience was measured by the amount of time
working with the current company.
• Salespeople with more experience have a higher win
rate.
• Experiences salespeople engage with more persistence
and have higher average call durations.
Conclusion
How will your selling practices change?
Speed-to-Lead
Respond to new warm leads quickly – but not too quickly.
Conventional wisdom that immediate response is best may
cost you sales, and tardy responding definitely will.
Persistency
The number of contact attempts to reach a successful outcome
is trending upwards, and can vary significantly from industry to
industry. Persistency is one of the most important factors in
sales success.
Cadence
Sales cadence has an impact on the outcome. When and
how often you call will significantly affect your sales.
Experience
Even with technology, experience plays a roll. Experienced
salespeople make fewer calls on average but they engage with
more persistency, speed and are have longer average calls.
www.vanillasoft.com
@VanillaSoft

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Slow Down, You're Moving Too Fast: How the Right Sales Data Can Help Improve Your Sales Process

  • 1. Slow Down, You’re Moving Too Fast How the Right Sales Data Can Help Improve Your Sales Process
  • 2. DAVID HOOD CEO, VANILLASOFT David Hood is a successful software entrepreneur with extensive international experience in finance, business development, sales, and marketing. Under his leadership VanillaSoft has grown over the past decade from a small start- up to a leader in the inside sales and CRM space focusing on sales engagement and cadence automation. david@vanillasoft.com
  • 3. What can you LEARN from studying 130,000,000 sales interactions?
  • 4. THE STUDY Big Data Telfer School of Management, Business Analytics Division, University of Ottawa • 130,000,000 interactions retained from a total of 220,000,000 • 45,000,000 distinct contacts • 4,000,000 Web leads • 550 companies • Over 40 countries, close to 5,000,000 data points from Europe • Over 30 industries, 70% B2B and 30% B2C
  • 5. Study Objectives What are the most consistent and relevant variables that are significant for a lead conversion model? What are the relationships and patterns between these variables, and how do they impact lead conversion outcomes?
  • 6. Study Approach • Cross-Industry Standard Process for Data Mining (CRISP-DM) • Calculated central tendency measures of initially identified variables to plot distributions and understand relationships between them • Correlation statistics and logistic regression used to verify relationship between variables • Preliminary results –the current study should wrap up by end of year.
  • 7. Areas of Focus Seeking clear outcomes Speed-to-Lead How quickly do you respond to a warm lead? Persistency How often do you attempt to engage the lead? Variables Affecting Positive Outcome What influences a next step, or a sale versus a loss?
  • 8. SPEED-TO-LEAD Past studies have shown the importance of responding quickly to warm inbound leads
  • 9. First Contact Attempt 5.8% 7.1% 10.9% 12.3% 13.4% 13.5% 14.3% 13.4% 13.3% 13.9% 13.0% 12.8% 13.0% 6.3% 5.4% First Contact Attempt: Responses Time To Web Leads and Outcomes
  • 10. Call Day First Attempt 64.98 139.86 141.92 140.31 138.67 136.14 87.9 125.43 117.51 114.11 112.72 112.77 114.03 96.64 Call Day to Response Rate (Duration) First Attempts
  • 11. Call Time First Attempt 135.64 145.99 146.36 148.24 147.05 139.04 136.85 132.11 125.77 114.55 100.24 91.64 87.63 123.72 122.31 124.93 126.79 123.65 119.08 118.92 116.04 111.23 103.17 91.64 84.24 76.89 Time of Call to Response Rate (Duration) First Attempts
  • 12. Call Back Times 7 16 22 14 8 8 8 6 4 2 2 2 1 3 12 14 9 7 9 7 7 6 8 9 6 2 Scheduled Call Back Times B2B B2C
  • 13. PERSISTENCY Speed-to-lead is really about the first touch. So, how important are follow-up attempts?
  • 18. Call Productivity • No direct link is found between call productivity (number of calls) and success. • A strong correlation is found between call productivity and follow-up, which strongly increases success. • The best performers made between 50-60 calls a day.
  • 19. Sales Experience • Experience was measured by the amount of time working with the current company. • Salespeople with more experience have a higher win rate. • Experiences salespeople engage with more persistence and have higher average call durations.
  • 20. Conclusion How will your selling practices change? Speed-to-Lead Respond to new warm leads quickly – but not too quickly. Conventional wisdom that immediate response is best may cost you sales, and tardy responding definitely will. Persistency The number of contact attempts to reach a successful outcome is trending upwards, and can vary significantly from industry to industry. Persistency is one of the most important factors in sales success. Cadence Sales cadence has an impact on the outcome. When and how often you call will significantly affect your sales. Experience Even with technology, experience plays a roll. Experienced salespeople make fewer calls on average but they engage with more persistency, speed and are have longer average calls.