ITF Analysis
Key Takeaways
Renewal by Decision Type
- NNLOA is hovering just above 40%: the lowest of all programs looked at thus far (AAF, AF, BAF, GRP)
- Opt Out performance and volume is helping overall renewal rate, as opt outs are ~29% of total decisions.
- Keep the 0.7 Ratio for NNLOA in mind throughout the analysis.
Renewal Ratio by Decision Type
|
DecisionType
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
47
|
19
|
28
|
0.7
|
40.4%
|
|
Opt Out
|
19
|
17
|
2
|
8.5
|
89.5%
|
|
Total
|
66
|
36
|
30
|
1.2
|
54.5%
|
Renewal Rate by Account Segment
- Some consistency in performance across segments:
- Regional Public, Selective, and Regional Private all performing poorly.
- Large P&P has the highest performance and the nearly half of partnerships.
Renewal Ratio by Account Segment
|
AccountSegment
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
International
|
2
|
1
|
1
|
1.0
|
50.0%
|
|
Large Public & Private
|
32
|
23
|
9
|
2.6
|
71.9%
|
|
Regional Private
|
8
|
3
|
5
|
0.6
|
37.5%
|
|
Regional Public
|
11
|
5
|
6
|
0.8
|
45.5%
|
|
Selective
|
13
|
4
|
9
|
0.4
|
30.8%
|
Renewal by Decision Type & Segment
- [Large P&P]
- Performance on NNLOA is roughly what we have seen in other flagship forums
- Performance on Opt Outs is superb - perfect score.
- [Regionals & Selective]
- NNLOA is a particular problem for Regional Public and Selective
- Selective NNLOA is particularly poor.
- Opt Out Performance appears to be OK, even with low N.
Renewal Ratio by Account Segment
|
AccountSegment
|
DecisionType
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
International
|
Need New LOA
|
2
|
1
|
1
|
1.0
|
50.0%
|
|
Large Public & Private
|
Need New LOA
|
21
|
12
|
9
|
1.3
|
57.1%
|
|
Large Public & Private
|
Opt Out
|
11
|
11
|
0
|
Inf
|
100.0%
|
|
Regional Private
|
Need New LOA
|
8
|
3
|
5
|
0.6
|
37.5%
|
|
Regional Public
|
Need New LOA
|
7
|
2
|
5
|
0.4
|
28.6%
|
|
Regional Public
|
Opt Out
|
4
|
3
|
1
|
3.0
|
75.0%
|
|
Selective
|
Need New LOA
|
9
|
1
|
8
|
0.1
|
11.1%
|
|
Selective
|
Opt Out
|
4
|
3
|
1
|
3.0
|
75.0%
|
GRP 3-4
- The performance for GRP 3-4 does not look very different across Large Public & Private Decision Types.
- Perhaps a small boost for Selective and Regional Public on Opt Outs - super low N.
Renewal Ratio by Navigate Bundling
|
AccountSegment
|
DecisionType
|
GRP3-4
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
International
|
Need New LOA
|
0
|
2
|
1
|
1
|
1.0
|
50.0%
|
|
Large Public & Private
|
Need New LOA
|
0
|
20
|
11
|
9
|
1.2
|
55.0%
|
|
Large Public & Private
|
Need New LOA
|
1
|
1
|
1
|
0
|
Inf
|
100.0%
|
|
Large Public & Private
|
Opt Out
|
0
|
4
|
4
|
0
|
Inf
|
100.0%
|
|
Large Public & Private
|
Opt Out
|
1
|
7
|
7
|
0
|
Inf
|
100.0%
|
|
Regional Private
|
Need New LOA
|
0
|
8
|
3
|
5
|
0.6
|
37.5%
|
|
Regional Public
|
Need New LOA
|
0
|
7
|
2
|
5
|
0.4
|
28.6%
|
|
Regional Public
|
Opt Out
|
0
|
2
|
1
|
1
|
1.0
|
50.0%
|
|
Regional Public
|
Opt Out
|
1
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Selective
|
Need New LOA
|
0
|
9
|
1
|
8
|
0.1
|
11.1%
|
|
Selective
|
Opt Out
|
0
|
3
|
2
|
1
|
2.0
|
66.7%
|
|
Selective
|
Opt Out
|
1
|
1
|
1
|
0
|
Inf
|
100.0%
|
Impact Interaction Volume Histogram
- Overall low engagement: with a lot of partners in 0, 1, 2 categories.
- Thick right tail suggests some heavier users.
##### Impact Interaction Volume Histogram Split by Decision
- Opt Outs spread out.
- Relatively uniform distribution of Opt Outs and NNLOA in the tail.

Renewal by Interaction Volume and Decision Type, Unbinned
- NNLOA performance varies a lot due to small N.
- NNLOA after 3 seems to be the threshold.
- Utilization at 0, 1, 2 for NNLOA is deadly and 25 of the 66 partnerships fall in these buckets.
- Opt Out performance is invariant to Impact interaction volume.
Renewal Ratio by Impact Interaction Volume
|
DecisionType
|
II_Credited_Volume
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
10
|
1
|
9
|
0.1
|
10.0%
|
|
Need New LOA
|
1
|
7
|
2
|
5
|
0.4
|
28.6%
|
|
Need New LOA
|
2
|
8
|
3
|
5
|
0.6
|
37.5%
|
|
Need New LOA
|
3
|
8
|
6
|
2
|
3.0
|
75.0%
|
|
Need New LOA
|
4
|
5
|
2
|
3
|
0.7
|
40.0%
|
|
Need New LOA
|
5
|
3
|
2
|
1
|
2.0
|
66.7%
|
|
Need New LOA
|
6
|
2
|
0
|
2
|
0.0
|
0.0%
|
|
Need New LOA
|
7
|
2
|
1
|
1
|
1.0
|
50.0%
|
|
Need New LOA
|
9
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
0
|
3
|
3
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
1
|
4
|
4
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
2
|
4
|
2
|
2
|
1.0
|
50.0%
|
|
Opt Out
|
3
|
1
|
1
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
4
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
6
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
7
|
1
|
1
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
8
|
2
|
2
|
0
|
Inf
|
100.0%
|
Renewal by Impact Interaction Volume, (Binned)
- [NNLOA] the II Volume Bins look off because of 4-6!
Renewal Ratio for Impact Interaction Volume
|
DecisionType
|
II_Volume_Bins
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
3
|
1
|
2
|
0.5
|
33.3%
|
|
Need New LOA
|
1
|
2
|
1
|
1
|
1.0
|
50.0%
|
|
Need New LOA
|
2-3
|
8
|
6
|
2
|
3.0
|
75.0%
|
|
Need New LOA
|
4-6
|
6
|
2
|
4
|
0.5
|
33.3%
|
|
Need New LOA
|
7+
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
0
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
1
|
3
|
3
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
2-3
|
1
|
1
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
4-6
|
3
|
3
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
7+
|
2
|
2
|
0
|
Inf
|
100.0%
|
Renewal by Impact Interaction Volume, (RE-Binned)
- [NNLOA] If we go with 3+, those at 3 and 6+ smooth out the dip.
Renewal Ratio for Large Public & Private by Service Consumption Bins
|
DecisionType
|
II_Volume_BinsV2
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
3
|
1
|
2
|
0.5
|
33.3%
|
|
Need New LOA
|
1
|
2
|
1
|
1
|
1.0
|
50.0%
|
|
Need New LOA
|
2
|
3
|
1
|
2
|
0.5
|
33.3%
|
|
Need New LOA
|
3+
|
13
|
9
|
4
|
2.2
|
69.2%
|
|
Opt Out
|
0
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
1
|
3
|
3
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
2
|
1
|
1
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
3+
|
5
|
5
|
0
|
Inf
|
100.0%
|
Renewal by Previous Yr Impact Interaction Volume & Decision
- [NNLOA] It also looks like prior year engagement below 3 is a good indicator of poor performance.
- [Opt Out] Invariance.
Renewal Ratio by Previous Year Impact Interaction
|
DecisionType
|
PreviousYr_II_Volume
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
5
|
1
|
4
|
0.2
|
20.0%
|
|
Need New LOA
|
1
|
5
|
2
|
3
|
0.7
|
40.0%
|
|
Need New LOA
|
2
|
8
|
0
|
8
|
0.0
|
0.0%
|
|
Need New LOA
|
3
|
6
|
5
|
1
|
5.0
|
83.3%
|
|
Need New LOA
|
4
|
4
|
2
|
2
|
1.0
|
50.0%
|
|
Need New LOA
|
5
|
4
|
2
|
2
|
1.0
|
50.0%
|
|
Need New LOA
|
6
|
5
|
2
|
3
|
0.7
|
40.0%
|
|
Need New LOA
|
7
|
3
|
2
|
1
|
2.0
|
66.7%
|
|
Need New LOA
|
8
|
1
|
0
|
1
|
0.0
|
0.0%
|
|
Need New LOA
|
9
|
3
|
2
|
1
|
2.0
|
66.7%
|
|
Need New LOA
|
NA
|
3
|
1
|
2
|
0.5
|
33.3%
|
|
Opt Out
|
0
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
1
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
2
|
1
|
0
|
1
|
0.0
|
0.0%
|
|
Opt Out
|
3
|
2
|
1
|
1
|
1.0
|
50.0%
|
|
Opt Out
|
7
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
9
|
1
|
1
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
NA
|
9
|
9
|
0
|
Inf
|
100.0%
|
Renewal by Previous Yr Impact Interaction Volume Binned & Decision
Note: If II_PrevYr_Volume_Bins = NA, then there was not an active contract in the previous year.
- Re-binning shows that 3+ in the prior year is a decent jump above the NNLOA average.
Renewal Ratio by Previous Year Impact Interaction
|
DecisionType
|
II_PrevYr_Volume_BinsV2
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
5
|
1
|
4
|
0.2
|
20.0%
|
|
Need New LOA
|
1
|
5
|
2
|
3
|
0.7
|
40.0%
|
|
Need New LOA
|
2
|
8
|
0
|
8
|
0.0
|
0.0%
|
|
Need New LOA
|
3+
|
26
|
15
|
11
|
1.4
|
57.7%
|
|
Need New LOA
|
NA
|
3
|
1
|
2
|
0.5
|
33.3%
|
|
Opt Out
|
0
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
1
|
2
|
2
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
2
|
1
|
0
|
1
|
0.0
|
0.0%
|
|
Opt Out
|
3+
|
5
|
4
|
1
|
4.0
|
80.0%
|
|
Opt Out
|
NA
|
9
|
9
|
0
|
Inf
|
100.0%
|
Renewals Previous Yr and Current Yr Interaction Volume
Only looking at NNLOAs in the below table.
- Maintenance looks like it is key. 16 fall in the 3+,3+ bucket and renew at a high rate.
- Dropping to 0 is undesirable.
Renewal Ratio by Previous and Current Year Impact Interaction
|
II_PrevYr_Volume_BinsV2
|
II_Volume_BinsV2
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
0
|
0
|
2
|
0
|
2
|
0.0
|
0.0%
|
|
0
|
1
|
3
|
1
|
2
|
0.5
|
33.3%
|
|
1
|
1
|
2
|
1
|
1
|
1.0
|
50.0%
|
|
1
|
3+
|
3
|
1
|
2
|
0.5
|
33.3%
|
|
2
|
0
|
5
|
0
|
5
|
0.0
|
0.0%
|
|
2
|
2
|
1
|
0
|
1
|
0.0
|
0.0%
|
|
2
|
3+
|
2
|
0
|
2
|
0.0
|
0.0%
|
|
3+
|
0
|
2
|
0
|
2
|
0.0
|
0.0%
|
|
3+
|
1
|
2
|
0
|
2
|
0.0
|
0.0%
|
|
3+
|
2
|
6
|
3
|
3
|
1.0
|
50.0%
|
|
3+
|
3+
|
16
|
12
|
4
|
3.0
|
75.0%
|
|
NA
|
0
|
1
|
1
|
0
|
Inf
|
100.0%
|
|
NA
|
2
|
1
|
0
|
1
|
0.0
|
0.0%
|
|
NA
|
3+
|
1
|
0
|
1
|
0.0
|
0.0%
|
Simple Regression for Impact Interaction Volume
Note: Looking at NNLOAs, only.
- Significant. More impact interactions does translate to a higher percentage renewal rate.
Simple Regression Model with Impact Interaction Volume
|
term
|
estimate
|
std.error
|
statistic
|
p.value
|
|
Intercept
|
-1.24
|
0.509
|
-2.44
|
0.015
|
|
Impact Interaction Volume
|
0.31
|
0.145
|
2.14
|
0.032
|
Penetration by Event Grouping
- A couple of differences across the categories, with the rest of the categories being roughly equivalent:
- NNLOAs higher in Events penetration.
- Opt Outs higher in Service penetration.
Percent of Renewals w/ At Least 1 Interaction in a Group
|
DecisionType
|
Perc_Events
|
Perc_Service
|
Perc_SLLed
|
Perc_ResearchInt
|
Perc_PLW_Onsite
|
Perc_Experience
|
Perc_ExpertCall
|
|
Need New LOA
|
51.1%
|
0.0%
|
40.4%
|
25.5%
|
12.8%
|
0.0%
|
46.8%
|
|
Opt Out
|
42.1%
|
10.5%
|
42.1%
|
26.3%
|
10.5%
|
0.0%
|
47.4%
|
Renewal by Event Consumption
- [NNLOA] Get them to an event. Nearly double the renewal rate!
Renewal Ratio by Event Consumption
|
DecisionType
|
II_Events_Binary
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
23
|
6
|
17
|
0.4
|
26.1%
|
|
Need New LOA
|
1
|
24
|
13
|
11
|
1.2
|
54.2%
|
|
Opt Out
|
0
|
11
|
9
|
2
|
4.5
|
81.8%
|
|
Opt Out
|
1
|
8
|
8
|
0
|
Inf
|
100.0%
|
Renewal by Service Consumption
- N to low to make meaning here.
Renewal Ratio by Service Consumption
|
DecisionType
|
II_Service_Binary
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
47
|
19
|
28
|
0.7
|
40.4%
|
|
Opt Out
|
0
|
17
|
15
|
2
|
7.5
|
88.2%
|
|
Opt Out
|
1
|
2
|
2
|
0
|
Inf
|
100.0%
|
Renewal by SL Consumption
- [NNLOA] Decent lift for having an SL Led Interaction - 12% above NNLOA average, 20% bump above not having one.
Renewal Ratio by SL-Led Consumption
|
DecisionType
|
II_SLLed_Binary
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
28
|
9
|
19
|
0.5
|
32.1%
|
|
Need New LOA
|
1
|
19
|
10
|
9
|
1.1
|
52.6%
|
|
Opt Out
|
0
|
11
|
10
|
1
|
10.0
|
90.9%
|
|
Opt Out
|
1
|
8
|
7
|
1
|
7.0
|
87.5%
|
Renewal by Research Interview Consumption
- [NNLOA] Relatively high lift above average NNLOA renewal rate - 18%
- [NNLOA] Difference between consuming and not consuming is roughly 24%
Renewal Ratio by Research Interview Consumption
|
DecisionType
|
II_ResearchInterview_Binary
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
35
|
12
|
23
|
0.5
|
34.3%
|
|
Need New LOA
|
1
|
12
|
7
|
5
|
1.4
|
58.3%
|
|
Opt Out
|
0
|
14
|
12
|
2
|
6.0
|
85.7%
|
|
Opt Out
|
1
|
5
|
5
|
0
|
Inf
|
100.0%
|
Renewal by PLW OR Onsite Consumption
- [NNLOA] Onsite and/or PLW positively associated with renewal! Small N, though.
- [NNLOA] Close to a 10% bump above the average, low relative to other utilization types.
Renewal Ratio by PLW OR Onsite Consumption
|
DecisionType
|
II_PLW_Onsite_Binary
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
41
|
16
|
25
|
0.6
|
39.0%
|
|
Need New LOA
|
1
|
6
|
3
|
3
|
1.0
|
50.0%
|
|
Opt Out
|
0
|
17
|
15
|
2
|
7.5
|
88.2%
|
|
Opt Out
|
1
|
2
|
2
|
0
|
Inf
|
100.0%
|
Renewal by Experience Consumption
- No data.
Renewal Ratio by Experience Consumption
|
DecisionType
|
II_Experience_Binary
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
47
|
19
|
28
|
0.7
|
40.4%
|
|
Opt Out
|
0
|
19
|
17
|
2
|
8.5
|
89.5%
|
Renewal by Expert Call Consumption
- [NNLOA] No difference between engagement and not. Perfectly at average.
Renewal Ratio by Expert Call Consumption
|
DecisionType
|
II_ExpertCall_Binary
|
N
|
ATL
|
Dropped
|
Ratio
|
Perc_Renewed
|
|
Need New LOA
|
0
|
25
|
10
|
15
|
0.7
|
40.0%
|
|
Need New LOA
|
1
|
22
|
9
|
13
|
0.7
|
40.9%
|
|
Opt Out
|
0
|
10
|
10
|
0
|
Inf
|
100.0%
|
|
Opt Out
|
1
|
9
|
7
|
2
|
3.5
|
77.8%
|
Correlation betwen Event Groupings, and Renewal (for fun)
- Correlation with Renewal: Events stand out, with Research Interview and SL Led close second.
- Negative correlation with Renewal: Expert Center Calls
- Halo Effect: Events highly correlated with the other categories.
- SL Led and Events are highly, highly correlated.
##### Multivariate Regression (still kind of simple)
Note: Looking at NNLOA, only.
- Research Interviews and Events are significant.
Regression Estimates for a Model Fitted on Event Grouping Volumes
|
term
|
estimate
|
std.error
|
statistic
|
p.value
|
|
(Intercept)
|
-1.29
|
0.569
|
-2.27
|
0.02
|
|
II_Events_Volume
|
1.57
|
0.595
|
2.63
|
0.01
|
|
II_SLLed_Volume
|
-0.24
|
0.373
|
-0.64
|
0.52
|
|
II_ResearchInterview_Volume
|
0.88
|
0.524
|
1.67
|
0.09
|
|
II_PLW_Onsite_Volume
|
0.27
|
1.190
|
0.23
|
0.82
|
|
II_ExpertCall_Volume
|
-1.06
|
0.694
|
-1.53
|
0.13
|
|
II_Service_Volume
|
NA
|
NA
|
NA
|
NA
|