Modeling Data Requirements
The basic data requirements for models are as follows:
Positive Data:
-
At least 400-600 records, if you have more, please include them
-
Positives should represent the desired outcome of the model
-
Typically closed/won opportunities or opportunities
House List Data:
-
10x records compared to the positive set (If you have more than 10x, please include more data if you have it.)
-
Typically non-converted accounts/leads
-
Records in the house list should represent the type of accounts/leads that
you would be interested in scoring in the future against the model
Note:
-
For all reports, be sure to include any fields where the data would need to be filtered on
Data Fields to Include in Reports:
ABM Data Fields to Include in Reports:
ABM |
Positive List |
House List |
Required |
Company Name Company Website |
Company Name Company Website |
Good to Have |
Closed Date Company Status/Stage |
Closed Date Company Status/Stage |
Optional |
Company Address Region Segments Product Record Source |
Company Address Region Segments Product Record Source |
LBM Data Fields to Include in Reports:
LBM |
Positive List |
House List |
Required |
Company Name Company Website Lead Name Lead Email Lead Title |
Company Name Company Website Lead Name Lead Email Lead Title |
Good to Have |
Closed Date Company Status/Stage |
Closed Date Company Status/Stage |
Optional |
Company Address Region Segments Product Record Source |
Company Address Region Segments Product Record Source |
Example Reports:
ABM:
ABM Example Use Case 1 – Accounts to Close Won:
Identify prospective accounts most likely to become a customer
Account Report (House List) | Opportunity Report (Positives) |
|
|
ABM Example Use Case 2 – Opportunities to Close Won (High ASP):
Identify open opportunities most likely to close with high ASP
Account Report (House List): | Opportunity Report (Positives) |
|
|
ABM Example Use Case 2 – Opportunities to Close Won (High ASP):
Identify open opportunities most likely to close with high ASP
LBM
LBM Example Use Case 1 – Inbound Leads to Close Won:
Identify inbound leads most likely to become a customer
Opportunities with Contacts Report (Positives) | Leads Report (House List) |
|
|
LBM Example Use Case 2– Qualified Leads to SQLs:
Identify marketing qualified leads most likely to become sales qualified
Contacts Report with Opportunities Information | Qualified Leads Report |
|
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