Retail Operations Analyst
AI recommendation signal analysis across 143 domains for the Retail Operations Analyst persona in Data Analytics BI Software.
This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.
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Crack the listicles
The "top and best" roundups that define this market for searchers and LLMs alike. These lists feed AI recommendations directly, so getting added to them is one of the highest-leverage moves in this report.
Where the numbers come from
We run top, best companies queries for this industry through Google and aggregate every result: domains by rank-weighted score (higher positions count for more) and appearance count, exact URLs by appearance count, and the most common title phrases.
What's on this page
Domain and URL charts, the full result list, and title n-gram tables.
Research: Top, Best Companies
Domains appearing in Google results for Retail Operations Analyst's Research: Top, Best Companies queries. Score is a rank-weighted sum (higher-ranked appearances count for more); count is a plain appearance tally.
Top URLs
Individual pages (not just domains) ranked by the same rank-weighted score, labeled by page title.
All Results
Every result for Retail Operations Analyst's Research: Top, Best Companies queries, ranked by how many times each exact URL appeared (ties broken by average rank position, so appearing higher up wins), a different aggregation than the score-based charts above. Title and URL links open in a new tab.
Title N-Grams
Most common word phrases (2 to 7 words) across every result title for these queries.
2-grams
| 19 | retail analytics |
| 12 | analytics companies |
| 12 | top 10 |
| 11 | best retail |
| 9 | 10 retail |
| 9 | top retail |
| 8 | in retail |
| 8 | retail companies |
| 8 | best companies |
| 7 | companies in |
| 6 | the best |
| 6 | companies to |
| 5 | to work |
| 5 | work for |
| 4 | the top |
| 3 | analytics software |
| 3 | data analytics |
| 3 | best workplaces |
| 3 | workplaces in |
| 3 | retail operations |
| 3 | companies for |
| 3 | 10 best |
| 3 | in the |
| 2 | analytics in |
| 2 | retail industry |
3-grams
| 10 | retail analytics companies |
| 9 | top 10 retail |
| 6 | best retail analytics |
| 5 | 10 retail analytics |
| 5 | to work for |
| 4 | the top 10 |
| 4 | companies to work |
| 3 | retail analytics software |
| 3 | top retail analytics |
| 3 | top retail companies |
| 3 | best workplaces in |
| 3 | the best retail |
| 3 | best companies to |
| 3 | companies in the |
| 2 | analytics in retail |
| 2 | 15 best retail |
| 2 | retail analytics platforms |
| 2 | analytics companies in |
| 2 | big data analytics |
| 2 | data analytics companies |
| 2 | retail companies with |
| 2 | workplaces in retail |
| 2 | retail analytics solutions |
| 2 | analytics solutions companies |
| 2 | best companies for |
4-grams
| 5 | top 10 retail analytics |
| 4 | companies to work for |
| 3 | the top 10 retail |
| 3 | 10 retail analytics companies |
| 2 | best retail analytics software |
| 2 | best retail analytics platforms |
| 2 | top retail analytics companies |
| 2 | retail analytics companies in |
| 2 | best workplaces in retail |
| 2 | best companies to work |
| 2 | retail analytics solutions companies |
| 2 | best retail companies to |
| 2 | retail companies to work |
| 2 | to work for in |
| 2 | 10 best retail analytics |
| 2 | top 10 retail companies |
| 1 | retail analytics software predictive |
| 1 | analytics software predictive analytics |
| 1 | software predictive analytics in |
| 1 | predictive analytics in retail |
| 1 | analytics in retail retail |
| 1 | in retail retail industry |
| 1 | retail retail industry insights |
| 1 | retail industry insights growth |
| 1 | industry insights growth in |
5-grams
| 3 | top 10 retail analytics companies |
| 2 | the top 10 retail analytics |
| 2 | best companies to work for |
| 2 | best retail companies to work |
| 2 | retail companies to work for |
| 2 | companies to work for in |
| 1 | retail analytics software predictive analytics |
| 1 | analytics software predictive analytics in |
| 1 | software predictive analytics in retail |
| 1 | predictive analytics in retail retail |
| 1 | analytics in retail retail industry |
| 1 | in retail retail industry insights |
| 1 | retail retail industry insights growth |
| 1 | retail industry insights growth in |
| 1 | industry insights growth in retail |
| 1 | insights growth in retail sector |
| 1 | retail analytics companies top players |
| 1 | analytics companies top players list |
| 1 | 10 retail analytics companies today |
| 1 | best retail analytics software user |
| 1 | retail analytics software user reviews |
| 1 | analytics software user reviews from |
| 1 | software user reviews from july |
| 1 | user reviews from july 2026 |
| 1 | 15 best retail analytics platforms |
6-grams
| 2 | the top 10 retail analytics companies |
| 2 | best retail companies to work for |
| 1 | retail analytics software predictive analytics in |
| 1 | analytics software predictive analytics in retail |
| 1 | software predictive analytics in retail retail |
| 1 | predictive analytics in retail retail industry |
| 1 | analytics in retail retail industry insights |
| 1 | in retail retail industry insights growth |
| 1 | retail retail industry insights growth in |
| 1 | retail industry insights growth in retail |
| 1 | industry insights growth in retail sector |
| 1 | retail analytics companies top players list |
| 1 | top 10 retail analytics companies today |
| 1 | best retail analytics software user reviews |
| 1 | retail analytics software user reviews from |
| 1 | analytics software user reviews from july |
| 1 | software user reviews from july 2026 |
| 1 | 15 best retail analytics platforms 2026 |
| 1 | best retail analytics platforms 2026 marketing |
| 1 | retail analytics platforms 2026 marketing guide |
| 1 | the 12 top retail analytics companies |
| 1 | 12 top retail analytics companies in |
| 1 | top retail analytics companies in 2024 |
| 1 | top retail analytics companies and vendors |
| 1 | top retail big data analytics companies |
7-grams
| 1 | retail analytics software predictive analytics in retail |
| 1 | analytics software predictive analytics in retail retail |
| 1 | software predictive analytics in retail retail industry |
| 1 | predictive analytics in retail retail industry insights |
| 1 | analytics in retail retail industry insights growth |
| 1 | in retail retail industry insights growth in |
| 1 | retail retail industry insights growth in retail |
| 1 | retail industry insights growth in retail sector |
| 1 | the top 10 retail analytics companies today |
| 1 | best retail analytics software user reviews from |
| 1 | retail analytics software user reviews from july |
| 1 | analytics software user reviews from july 2026 |
| 1 | 15 best retail analytics platforms 2026 marketing |
| 1 | best retail analytics platforms 2026 marketing guide |
| 1 | the 12 top retail analytics companies in |
| 1 | 12 top retail analytics companies in 2024 |
| 1 | top retail companies with best work life |
| 1 | retail companies with best work life balance |
| 1 | companies with best work life balance 2026 |
| 1 | the top 10 retail analytics companies an |
| 1 | top 10 retail analytics companies an overview |
| 1 | top 10 retail analytics that you must |
| 1 | 10 retail analytics that you must know |
| 1 | 7 best retail operations software solutions 2026 |
| 1 | best retail operations software solutions 2026 ranked |