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1 © Experian
Sip and Solve
A perfect match – why good match
rates mean better ROI
Featuring:
Kyle Blanchard
Product Manager
Maneesh Raswan
Sr. Director of Search Engineering and
Architecture
2 © Experian
A hypothetical situation
Main Street Sandwiches at 123 Main Street in San
Francisco, CA asks to establish a large line of credit.
Main Street Sandwiches 123 Main Street
San Francisco California
3 © Experian
A hypothetical situation (continued)
Main Street
345 Browning Way
San Francisco, California
Main Street Sandwiches
120 Main Street
Barstow, California
Main Street Associates
419 Park Ave
San Francisco, California
Sally’s Sandwich Shop
123 Main Street
San Francisco, California
For Main Street Sandwiches at 123 Main Street in San Francisco, CA,
we receive the following matches:
4 © Experian
A hypothetical situation (continued)
Main Street
345 Browning Way
San Francisco, California
Main Street Sandwiches
120 Main Street
Barstow, California
Main Street Associates
419 Park Ave
San Francisco, California
Sally’s Sandwich Shop
123 Main Street
San Francisco, California
For Main Street Sandwiches at 123 Main Street in San Francisco, CA,
we receive the following matches:
5 © Experian
Evaluate terms
An important challenge
Credit file
found for
SMB?
Deny / lower limit /
use personal credit
6 © Experian
Evaluate terms
An important challenge
Credit file
found for
SMB?
Deny / lower limit /
use personal credit
90%
10%
Match rate
7 © Experian
Evaluate terms
An important challenge
Credit file
found for
SMB?
Deny / lower limit /
use personal credit
90%
10%
Match rate:
• The ability to accurately match on a business.
• Crucial for automation activities, portfolio
monitoring - ALL activities are impacted by
match rate!
8 © Experian
Evaluate terms
An important challenge
Credit file
found for
SMB?
Deny / lower limit /
use personal credit
90%
10%
Three variables that influence match rate:
1. Data provided
2. Data available
3. Underlying search technology
9 © Experian
Evaluate terms
An important challenge
Credit file
found for
SMB?
Deny / lower limit /
use personal credit
90%
10%
Three ways to increase match rate:
1. Inquiry & search strategies
2. Better data understanding
3. Better search/match technology
10 © Experian
Defining the Challenge
11 © Experian
The evolving nature of a business
Business
established
Doing
business out
of residence
Open retail
location
Rebranded
Applies for
credit
Main Street Sandwiches
12 © Experian
The evolving nature of a business
Sally’s Sandwich Shop
123 Main Street
San Francisco, CA
Sally Smith
345 Grand Ave.
San Francisco, CA
Existing information
Main Street Sandwiches
123 Main Street
San Francisco, CA
New information
Evolution of business
13 © Experian
A hypothetical situation (continued)
Main Street
345 Browning Way
San Francisco, California
Main Street Sandwiches
120 Main Street
Barstow, California
Main Street Associates
419 Park Ave
San Francisco, California
Sally’s Sandwich Shop
123 Main Street
San Francisco, California
For Main Street Sandwiches at 123 Main Street in San Francisco, CA,
we receive the following matches:
14 © Experian
Less reliable –
Limited availability on
small, newer
companies
Ambiguous –
Less commonly
reported, can be
reassigned, or may be
tied to consumer
Flexible –
Can and will likely
change
The changing anatomy of a business
Business Name
Business Address
Tax Identification
Number (TIN)
Phone Number
Website / Domain Name
Third Party ID
Contacts
15 © Experian
Creating a better search strategy
So, how do we find our business effectively?
Uniqueness matters
Start specific, then go broad
Try different combinations of data
When in doubt, ask the business!
1.
2.
3.
4.
16 © Experian
What else can help?
17 © Experian
How finding a business works
123 Main Street
San Francisco CA
Sally’s Sandwich Shop
123 Main Street
San Francisco, CA
Inquiry Result(s)
Inquiry
Candidate selection
algorithm(s)
Machine learning
matching model(s)
Quality matches
stack ranked
Result(s)
Inquiry data
standardization
Improves match quality overtime
Main Street Sandwiches
Address
Standardization
Name
Cleansing
Feedback
18 © Experian
OneSearchTM
Experian’s enhanced search/match
technology for more confident matches:
Let’s say…
Portfolio size: 1 million businesses
Revenue: $50/month per business
If we see a 2% match rate lift ...
then 2% additional matches over 1M is
20,000 businesses.
Revenue = 20,000 x $50 = $1,000,000
That’s an additional $1 million dollars in
revenue per month.
2 – 10x
faster
Speed
2 – 10%
more
Matches
How can it impact my ROI?
19 © Experian
Summary/key takeaways
• Match rate has a direct correlation to ROI – it improves chances
for automation, allows you to make quick decisions, and prevents
slowdown in your process.
• The best way you can improve match rate is describing the business
to the best of your ability. Start specific – get broader as needed.
• Additionally, you need to understand how the data on the other side
changed. The timeliness and accuracy of this data will impact your
match rate.
20 © Experian
Thank you!
Have questions or want to learn more about finding the right business?
• Send us a message in the “Chat” function or via: bit.ly/sip-solve-chat
Upcoming Sip and Solves -
• Join the list to stay in the loop: bit.ly/sip-and-solve

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Why good match rates mean better ROI - Sip and Solve

  • 1. 1 © Experian Sip and Solve A perfect match – why good match rates mean better ROI Featuring: Kyle Blanchard Product Manager Maneesh Raswan Sr. Director of Search Engineering and Architecture
  • 2. 2 © Experian A hypothetical situation Main Street Sandwiches at 123 Main Street in San Francisco, CA asks to establish a large line of credit. Main Street Sandwiches 123 Main Street San Francisco California
  • 3. 3 © Experian A hypothetical situation (continued) Main Street 345 Browning Way San Francisco, California Main Street Sandwiches 120 Main Street Barstow, California Main Street Associates 419 Park Ave San Francisco, California Sally’s Sandwich Shop 123 Main Street San Francisco, California For Main Street Sandwiches at 123 Main Street in San Francisco, CA, we receive the following matches:
  • 4. 4 © Experian A hypothetical situation (continued) Main Street 345 Browning Way San Francisco, California Main Street Sandwiches 120 Main Street Barstow, California Main Street Associates 419 Park Ave San Francisco, California Sally’s Sandwich Shop 123 Main Street San Francisco, California For Main Street Sandwiches at 123 Main Street in San Francisco, CA, we receive the following matches:
  • 5. 5 © Experian Evaluate terms An important challenge Credit file found for SMB? Deny / lower limit / use personal credit
  • 6. 6 © Experian Evaluate terms An important challenge Credit file found for SMB? Deny / lower limit / use personal credit 90% 10% Match rate
  • 7. 7 © Experian Evaluate terms An important challenge Credit file found for SMB? Deny / lower limit / use personal credit 90% 10% Match rate: • The ability to accurately match on a business. • Crucial for automation activities, portfolio monitoring - ALL activities are impacted by match rate!
  • 8. 8 © Experian Evaluate terms An important challenge Credit file found for SMB? Deny / lower limit / use personal credit 90% 10% Three variables that influence match rate: 1. Data provided 2. Data available 3. Underlying search technology
  • 9. 9 © Experian Evaluate terms An important challenge Credit file found for SMB? Deny / lower limit / use personal credit 90% 10% Three ways to increase match rate: 1. Inquiry & search strategies 2. Better data understanding 3. Better search/match technology
  • 10. 10 © Experian Defining the Challenge
  • 11. 11 © Experian The evolving nature of a business Business established Doing business out of residence Open retail location Rebranded Applies for credit Main Street Sandwiches
  • 12. 12 © Experian The evolving nature of a business Sally’s Sandwich Shop 123 Main Street San Francisco, CA Sally Smith 345 Grand Ave. San Francisco, CA Existing information Main Street Sandwiches 123 Main Street San Francisco, CA New information Evolution of business
  • 13. 13 © Experian A hypothetical situation (continued) Main Street 345 Browning Way San Francisco, California Main Street Sandwiches 120 Main Street Barstow, California Main Street Associates 419 Park Ave San Francisco, California Sally’s Sandwich Shop 123 Main Street San Francisco, California For Main Street Sandwiches at 123 Main Street in San Francisco, CA, we receive the following matches:
  • 14. 14 © Experian Less reliable – Limited availability on small, newer companies Ambiguous – Less commonly reported, can be reassigned, or may be tied to consumer Flexible – Can and will likely change The changing anatomy of a business Business Name Business Address Tax Identification Number (TIN) Phone Number Website / Domain Name Third Party ID Contacts
  • 15. 15 © Experian Creating a better search strategy So, how do we find our business effectively? Uniqueness matters Start specific, then go broad Try different combinations of data When in doubt, ask the business! 1. 2. 3. 4.
  • 16. 16 © Experian What else can help?
  • 17. 17 © Experian How finding a business works 123 Main Street San Francisco CA Sally’s Sandwich Shop 123 Main Street San Francisco, CA Inquiry Result(s) Inquiry Candidate selection algorithm(s) Machine learning matching model(s) Quality matches stack ranked Result(s) Inquiry data standardization Improves match quality overtime Main Street Sandwiches Address Standardization Name Cleansing Feedback
  • 18. 18 © Experian OneSearchTM Experian’s enhanced search/match technology for more confident matches: Let’s say… Portfolio size: 1 million businesses Revenue: $50/month per business If we see a 2% match rate lift ... then 2% additional matches over 1M is 20,000 businesses. Revenue = 20,000 x $50 = $1,000,000 That’s an additional $1 million dollars in revenue per month. 2 – 10x faster Speed 2 – 10% more Matches How can it impact my ROI?
  • 19. 19 © Experian Summary/key takeaways • Match rate has a direct correlation to ROI – it improves chances for automation, allows you to make quick decisions, and prevents slowdown in your process. • The best way you can improve match rate is describing the business to the best of your ability. Start specific – get broader as needed. • Additionally, you need to understand how the data on the other side changed. The timeliness and accuracy of this data will impact your match rate.
  • 20. 20 © Experian Thank you! Have questions or want to learn more about finding the right business? • Send us a message in the “Chat” function or via: bit.ly/sip-solve-chat Upcoming Sip and Solves - • Join the list to stay in the loop: bit.ly/sip-and-solve