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Mastering Your Search
Data: A Tool for Faster,
Smarter Analysis
Michelle Chronister
UX Team Lead, USA.gov
U.S. General Services Administration
michelle.chronister@gsa.gov
@mchronister
Why Look at Search Data
Why Look at Search Data
“Jobs” is always the #1 search term on USA.gov.
Learn what
visitors want
Why Look at Search Data
Visitors to USA.gov tend to look for passport information more in the spring.
Learn what
visitors want
and when
they want it
Why Look at Search Data
Identify pain points
Help-U-Sell Mobile App
Why Look at Search Data
Improve your content
Image from 10ch CC BY 2.0
The Tool
Steps to Creating Your Own Tool
Step 1: Export Your Data
Step 2: Review Terms
Step 3: Create Groups
Step 4: Write Magic
Formulas
Step 5: Test Formulas
Step 6: Repeat
Step 7: Analyze and
Share
Steps to Creating Your Own Tool
Step 1: Export Your Data
Export Your Data
DigitalGov Search
Analytics > Monthly Reports >
Download Top Queries
Export Your Data
Google Analytics
Behavior > Site Search > Search Terms
> Export
★ Make sure to change the number of rows or
the export will only show the top 10.
Step 2: Review the Terms
Review the Terms
● variations on a term - jobs and job openings
● synonyms - jobs, careers, and employment
● acronyms - FDA and Food and Drug Administration
● misspellings - passport and pasport
● meaning confusion - colonel and kernel
Look for
Step 3: Create Groups
Create Groups
Make a list of groups you noticed when reviewing
the terms.
Jobs
● jobs
● jobs openings by
state
● job openings
Travel
● passport renewal
● passport
● visa
Create Groups
Make a list of groups you noticed when reviewing
the terms.
Decide how broad or specific to make each group.
Think about the goals and purpose of your site.
Consider the number of searches for the topic.
U.S. Citizens Traveling Abroad
● passport renewal
● passport
International Visitors Coming
to the U.S.
● visa
● immigration
Create Groups
Make a list of groups you noticed when reviewing
the terms.
Decide how broad or specific to make each group.
Refine as you review the data.
Create Groups
Why create groups?
May 2014 - USA.gov
● “jobs” - 1,404 searches
● All job related searches - 5,549
Step 4: Write Magic Formulas
Write Magic Formulas
This is the faster, smarter part.
Write Magic Formulas
This is the faster, smarter part.
Once you have groups, you can write formulas to
automatically add up queries that meet the group’
s rules.
Write Magic Formulas
For a passports group
=sumif(A:A,"*passport*",C:C)
If column A includes the word “passport” anywhere
in it, add up the number in column C.
Write Magic Formulas
For a passports group
=sumif(A:A,"*passport*",C:C)
If column A includes the word “passport” anywhere
in it, add up the number in column C.
The * around the word says look for this word
anywhere in the cell. This counts “passport,”
“passports,” “passport renewal,” and “passport
application download” in a single formula.
Write Magic Formulas
For a jobs group
=sumif(A:A,"*job*",C:C)+
sumif(A:A,"*employment*",C:C)+
sumif(A:A,"*career*",C:C)
Add up all searches that include the
word “job,” “employment,” or “career.”
Write Magic Formulas
For an immigration group
=sumif(A:A,"*green card*",C:C)+
sumif(A:A,"*immigration*",C:C)+
sumif(A:A,"*visa*",C:C)
Add up all searches that include the
word “green card,” “immigration,” or
“visa.”
Step 5: Test Formulas
Test Formulas
Double check the formula for each group and
refine it until the result matches a manual check.
Write Magic Formulas
For a passports group
=sumif(A:A,"*passport*",C:C)
=2,091
Manual check
=C3+C4+C21+C31
=2,091
Test Formulas
For an immigration group
=sumif(A:A,"*green card lottery*",C:C)+
sumif(A:A,"*immigration*",C:C)+
sumif(A:A,"*visa*",C:C)+
sumif(A:A,"*green card*",C:C)
=2,680
Test Formulas
For an immigration group
=sumif(A:A,"*green card lottery*",C:C)+
sumif(A:A,"*immigration*",C:C)+
sumif(A:A,"*visa*",C:C)+
sumif(A:A,"*green card*",C:C)
=2,680
Manual check
=C11+C12+C17+C20+C23
=1,832
Test Formulas
For an immigration group
=sumif(A:A,"*green card lottery*",C:C)+
sumif(A:A,"*immigration*",C:C)+
sumif(A:A,"*visa*",C:C)+
sumif(A:A,"*green card*",C:C)
=2,680
This formula double counts rows 11 and 12.
Test Formulas
For an immigration group
=sumif(A:A,"*green card lottery*",C:C)+
sumif(A:A,"*immigration*",C:C)+
sumif(A:A,"*visa*",C:C)+
sumif(A:A,"*green card*",C:C)
=1,832
Manual check
=C11+C12+C17+C20+C23
=1,832
Test Formulas
Double check the formula for each group and refine
it until the result matches a manual check.
There may be times when the manual check doesn’
t match and there’s no way to fix it. Make a note.
Decide how important it is to you.
Test Formulas
Keep a record of each group and its formula.
Step 6: Repeat
Repeat
Now that you have a tool and a process, you can
analyze your search terms on a regular basis in less
time.
Repeat
Now that you have a tool and a process, you can
analyze your search terms on a regular basis in less
time.
Look over the terms each time you export the data
to see if you need to refine the formulas.
Step 7: Analyze and Share
Analyze and Share
Look at trends
over time
Analyze and Share
Look at trends
over time
Prepare for
seasonal
occurrences
Analyze and Share
Quickly gather historical
data
Large spike in searches for the
Consumer Action Handbook in
May. To see if it was an
anomaly, I went back and
applied the formula to other
months.
Tips and Tricks
Tips and Tricks
When creating groups, write down similar terms and name the
group later.
When writing magic formulas, it’s generally better to use a
singular term - like “job” instead of “jobs”. Be careful about using
the *. You don’t always need it.
You can use wildcard characters in your magic formulas. Some
tools handle these better than others.
Tips and Tricks
DigitalGov Search - You probably only want to look at the real
count.
Google Analytics - Change the rows shown before exporting.
Google Docs - There’s a limit to how much data you can have in
one sheet. If using a tab per month, try limiting to 1,000 rows of
search terms in each.
More Information and Help
More Information and Help
Building Your Own Tool
● Read Understanding Your Users' Needs By Analyzing Search
Terms
● Download USA.gov’s spreadsheet (MS Excel, 371 KB, October 2013)
● Contact me - michelle.chronister@gsa.gov
More Information and Help
DigitalGov Search
● Learn more at http://search.digitalgov.gov/
● For help, contact search@support.digitalgov.gov or 202-505-
5315
Digital Analytics Program (Google Analytics)
● Learn more at http://www.digitalgov.gov/services/dap/
● For help, contact DAP@gsa.gov
Questions?
Michelle Chronister
UX Team Lead, USA.gov
U.S. General Services Administration
michelle.chronister@gsa.gov
@mchronister

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Mastering Your Search Data: A Tool for Faster, Smarter Analysis

  • 1. Mastering Your Search Data: A Tool for Faster, Smarter Analysis Michelle Chronister UX Team Lead, USA.gov U.S. General Services Administration michelle.chronister@gsa.gov @mchronister
  • 2. Why Look at Search Data
  • 3. Why Look at Search Data “Jobs” is always the #1 search term on USA.gov. Learn what visitors want
  • 4. Why Look at Search Data Visitors to USA.gov tend to look for passport information more in the spring. Learn what visitors want and when they want it
  • 5. Why Look at Search Data Identify pain points Help-U-Sell Mobile App
  • 6. Why Look at Search Data Improve your content Image from 10ch CC BY 2.0
  • 8.
  • 9. Steps to Creating Your Own Tool
  • 10. Step 1: Export Your Data Step 2: Review Terms Step 3: Create Groups Step 4: Write Magic Formulas Step 5: Test Formulas Step 6: Repeat Step 7: Analyze and Share Steps to Creating Your Own Tool
  • 11. Step 1: Export Your Data
  • 12. Export Your Data DigitalGov Search Analytics > Monthly Reports > Download Top Queries
  • 13.
  • 14. Export Your Data Google Analytics Behavior > Site Search > Search Terms > Export ★ Make sure to change the number of rows or the export will only show the top 10.
  • 15.
  • 16. Step 2: Review the Terms
  • 17. Review the Terms ● variations on a term - jobs and job openings ● synonyms - jobs, careers, and employment ● acronyms - FDA and Food and Drug Administration ● misspellings - passport and pasport ● meaning confusion - colonel and kernel Look for
  • 18. Step 3: Create Groups
  • 19. Create Groups Make a list of groups you noticed when reviewing the terms.
  • 20. Jobs ● jobs ● jobs openings by state ● job openings
  • 21. Travel ● passport renewal ● passport ● visa
  • 22. Create Groups Make a list of groups you noticed when reviewing the terms. Decide how broad or specific to make each group. Think about the goals and purpose of your site. Consider the number of searches for the topic.
  • 23. U.S. Citizens Traveling Abroad ● passport renewal ● passport International Visitors Coming to the U.S. ● visa ● immigration
  • 24. Create Groups Make a list of groups you noticed when reviewing the terms. Decide how broad or specific to make each group. Refine as you review the data.
  • 25. Create Groups Why create groups? May 2014 - USA.gov ● “jobs” - 1,404 searches ● All job related searches - 5,549
  • 26. Step 4: Write Magic Formulas
  • 27. Write Magic Formulas This is the faster, smarter part.
  • 28. Write Magic Formulas This is the faster, smarter part. Once you have groups, you can write formulas to automatically add up queries that meet the group’ s rules.
  • 29. Write Magic Formulas For a passports group =sumif(A:A,"*passport*",C:C) If column A includes the word “passport” anywhere in it, add up the number in column C.
  • 30. Write Magic Formulas For a passports group =sumif(A:A,"*passport*",C:C) If column A includes the word “passport” anywhere in it, add up the number in column C. The * around the word says look for this word anywhere in the cell. This counts “passport,” “passports,” “passport renewal,” and “passport application download” in a single formula.
  • 31. Write Magic Formulas For a jobs group =sumif(A:A,"*job*",C:C)+ sumif(A:A,"*employment*",C:C)+ sumif(A:A,"*career*",C:C) Add up all searches that include the word “job,” “employment,” or “career.”
  • 32. Write Magic Formulas For an immigration group =sumif(A:A,"*green card*",C:C)+ sumif(A:A,"*immigration*",C:C)+ sumif(A:A,"*visa*",C:C) Add up all searches that include the word “green card,” “immigration,” or “visa.”
  • 33. Step 5: Test Formulas
  • 34. Test Formulas Double check the formula for each group and refine it until the result matches a manual check.
  • 35. Write Magic Formulas For a passports group =sumif(A:A,"*passport*",C:C) =2,091 Manual check =C3+C4+C21+C31 =2,091
  • 36. Test Formulas For an immigration group =sumif(A:A,"*green card lottery*",C:C)+ sumif(A:A,"*immigration*",C:C)+ sumif(A:A,"*visa*",C:C)+ sumif(A:A,"*green card*",C:C) =2,680
  • 37. Test Formulas For an immigration group =sumif(A:A,"*green card lottery*",C:C)+ sumif(A:A,"*immigration*",C:C)+ sumif(A:A,"*visa*",C:C)+ sumif(A:A,"*green card*",C:C) =2,680 Manual check =C11+C12+C17+C20+C23 =1,832
  • 38. Test Formulas For an immigration group =sumif(A:A,"*green card lottery*",C:C)+ sumif(A:A,"*immigration*",C:C)+ sumif(A:A,"*visa*",C:C)+ sumif(A:A,"*green card*",C:C) =2,680 This formula double counts rows 11 and 12.
  • 39. Test Formulas For an immigration group =sumif(A:A,"*green card lottery*",C:C)+ sumif(A:A,"*immigration*",C:C)+ sumif(A:A,"*visa*",C:C)+ sumif(A:A,"*green card*",C:C) =1,832 Manual check =C11+C12+C17+C20+C23 =1,832
  • 40. Test Formulas Double check the formula for each group and refine it until the result matches a manual check. There may be times when the manual check doesn’ t match and there’s no way to fix it. Make a note. Decide how important it is to you.
  • 41. Test Formulas Keep a record of each group and its formula.
  • 43. Repeat Now that you have a tool and a process, you can analyze your search terms on a regular basis in less time.
  • 44. Repeat Now that you have a tool and a process, you can analyze your search terms on a regular basis in less time. Look over the terms each time you export the data to see if you need to refine the formulas.
  • 45. Step 7: Analyze and Share
  • 46. Analyze and Share Look at trends over time
  • 47. Analyze and Share Look at trends over time Prepare for seasonal occurrences
  • 48. Analyze and Share Quickly gather historical data Large spike in searches for the Consumer Action Handbook in May. To see if it was an anomaly, I went back and applied the formula to other months.
  • 50. Tips and Tricks When creating groups, write down similar terms and name the group later. When writing magic formulas, it’s generally better to use a singular term - like “job” instead of “jobs”. Be careful about using the *. You don’t always need it. You can use wildcard characters in your magic formulas. Some tools handle these better than others.
  • 51. Tips and Tricks DigitalGov Search - You probably only want to look at the real count. Google Analytics - Change the rows shown before exporting. Google Docs - There’s a limit to how much data you can have in one sheet. If using a tab per month, try limiting to 1,000 rows of search terms in each.
  • 53. More Information and Help Building Your Own Tool ● Read Understanding Your Users' Needs By Analyzing Search Terms ● Download USA.gov’s spreadsheet (MS Excel, 371 KB, October 2013) ● Contact me - michelle.chronister@gsa.gov
  • 54. More Information and Help DigitalGov Search ● Learn more at http://search.digitalgov.gov/ ● For help, contact search@support.digitalgov.gov or 202-505- 5315 Digital Analytics Program (Google Analytics) ● Learn more at http://www.digitalgov.gov/services/dap/ ● For help, contact DAP@gsa.gov
  • 55. Questions? Michelle Chronister UX Team Lead, USA.gov U.S. General Services Administration michelle.chronister@gsa.gov @mchronister