Athena starters for data and analytics

Build the weekly KPI digest. Ask me which dataset or spreadsheet in Athena holds the metrics and which ones matter. Show what moved week over week and against target, why, and what to watch. Keep the headline under 200 words. Deliver three files in my company's brand. If I have Word, PowerPoint, or Excel templates in Athena, ask once which to use and build every file from them, keeping their layouts, styles, and formulas. For the brand, use my company's design system if one exists. Otherwise find my company's website (search the web if you are not sure of the domain), run design_system_retriever on it to get the real logo, colors, and fonts, and save the result with create_design_system so every run matches. Use the real logo image; never redraw it or type the company name in its place. The files: (1) a spreadsheet with one row per metric (metric, this week, last week, target, change, why); (2) a PowerPoint deck with the logo on the title slide, a one-slide summary, a slide per section with a chart wherever there are numbers, and a so-what slide; (3) a Word document with the logo in the header, the full brief, and every source cited. Brand colors and fonts throughout, one idea per slide, no walls of text. Finish with a short summary in chat that links all three. When each run finishes, this one included, email me the three files from Athena: send them to my own email address with the chat summary in the body. If Athena cannot send email in this workspace, say so instead. When you are done, ask me if I want this every Monday at 7am (or every weekday, or monthly instead). Also ask which sections to keep and confirm my IANA time zone (for example America/New_York), and pass it explicitly when creating the schedule. If I choose a schedule, set up a scheduled agent that runs this same brief on it, keeps the spreadsheet asset ID and any template IDs in its instructions, reads the latest dated tab before each run, and reports only what changed since the last run. It says plainly when nothing material changed, and says comparison is unavailable if the prior tab cannot be read. Each run adds a dated tab to the same spreadsheet and makes a new dated deck and document. Whenever I give feedback on a run, in this chat or a later one, update the scheduled agent's instructions (and the template or design system when the feedback is about how the files look) so every later run follows it, then tell me exactly what you changed.

Refresh a report I rebuild by hand. Ask me for the report and where its data comes from. Rebuild it from the latest data with the same layout, check totals against the last version, and list anything that looks off. Deliver three files in my company's brand. If I have Word, PowerPoint, or Excel templates in Athena, ask once which to use and build every file from them, keeping their layouts, styles, and formulas. For the brand, use my company's design system if one exists. Otherwise find my company's website (search the web if you are not sure of the domain), run design_system_retriever on it to get the real logo, colors, and fonts, and save the result with create_design_system so every run matches. Use the real logo image; never redraw it or type the company name in its place. The files: (1) a spreadsheet with one row per check (section, metric, this run, last run, difference, note); (2) a PowerPoint deck with the logo on the title slide, a one-slide summary, a slide per section with a chart wherever there are numbers, and a so-what slide; (3) a Word document with the logo in the header, the full brief, and every source cited. Brand colors and fonts throughout, one idea per slide, no walls of text. Finish with a short summary in chat that links all three. When each run finishes, this one included, email me the three files from Athena: send them to my own email address with the chat summary in the body. If Athena cannot send email in this workspace, say so instead. When you are done, ask me how often I want this: every weekday at 7am, weekly on Mondays at 7am, monthly on the 1st, or not now. Also ask which sections to keep and confirm my IANA time zone (for example America/New_York), and pass it explicitly when creating the schedule. If I choose a schedule, set up a scheduled agent that runs this same brief on it, keeps the spreadsheet asset ID and any template IDs in its instructions, reads the latest dated tab before each run, and reports only what changed since the last run. It says plainly when nothing material changed, and says comparison is unavailable if the prior tab cannot be read. Each run adds a dated tab to the same spreadsheet and makes a new dated deck and document. Whenever I give feedback on a run, in this chat or a later one, update the scheduled agent's instructions (and the template or design system when the feedback is about how the files look) so every later run follows it, then tell me exactly what you changed.

Run a data quality check. Ask me which tables or spreadsheets in Athena to watch. Check row counts, empty values, duplicates, and values out of range against the last run, and flag anything that broke with the likely cause. Deliver three files in my company's brand. If I have Word, PowerPoint, or Excel templates in Athena, ask once which to use and build every file from them, keeping their layouts, styles, and formulas. For the brand, use my company's design system if one exists. Otherwise find my company's website (search the web if you are not sure of the domain), run design_system_retriever on it to get the real logo, colors, and fonts, and save the result with create_design_system so every run matches. Use the real logo image; never redraw it or type the company name in its place. The files: (1) a spreadsheet with one row per check (dataset, check, result, last run, status, likely cause); (2) a PowerPoint deck with the logo on the title slide, a one-slide summary, a slide per section with a chart wherever there are numbers, and a so-what slide; (3) a Word document with the logo in the header, the full brief, and every source cited. Brand colors and fonts throughout, one idea per slide, no walls of text. Finish with a short summary in chat that links all three. When each run finishes, this one included, email me the three files from Athena: send them to my own email address with the chat summary in the body. If Athena cannot send email in this workspace, say so instead. When you are done, ask me how often I want this: every weekday at 7am, weekly on Mondays at 7am, monthly on the 1st, or not now. Also ask which sections to keep and confirm my IANA time zone (for example America/New_York), and pass it explicitly when creating the schedule. If I choose a schedule, set up a scheduled agent that runs this same brief on it, keeps the spreadsheet asset ID and any template IDs in its instructions, reads the latest dated tab before each run, and reports only what changed since the last run. It says plainly when nothing material changed, and says comparison is unavailable if the prior tab cannot be read. Each run adds a dated tab to the same spreadsheet and makes a new dated deck and document. Whenever I give feedback on a run, in this chat or a later one, update the scheduled agent's instructions (and the template or design system when the feedback is about how the files look) so every later run follows it, then tell me exactly what you changed.

Build an interactive dashboard from this data: [attach or pick from Athena]. Show the five metrics that matter with trends, targets, and filters by [dimension], plus a short note on what it says.

Explore this dataset: [attach or pick from Athena]. Describe what is in it, check data quality, and give me the five most interesting findings with a chart for each.

Explain why [metric] changed between [period] and [period] in this data: [attach or pick from Athena]. Break the change into its drivers, show the math, and say what is a real change and what is a data issue.

Find what predicts churn. Ask me for the customer data (a dataset or spreadsheet in Athena, or an upload). Rank the drivers and show how strong each is, list the current customers most at risk, and say what changed since the last run. Deliver three files in my company's brand. If I have Word, PowerPoint, or Excel templates in Athena, ask once which to use and build every file from them, keeping their layouts, styles, and formulas. For the brand, use my company's design system if one exists. Otherwise find my company's website (search the web if you are not sure of the domain), run design_system_retriever on it to get the real logo, colors, and fonts, and save the result with create_design_system so every run matches. Use the real logo image; never redraw it or type the company name in its place. The files: (1) a spreadsheet with one row per at-risk customer (customer, segment, risk score, top driver, change, suggested action); (2) a PowerPoint deck with the logo on the title slide, a one-slide summary, a slide per section with a chart wherever there are numbers, and a so-what slide; (3) a Word document with the logo in the header, the full brief, and every source cited. Brand colors and fonts throughout, one idea per slide, no walls of text. Finish with a short summary in chat that links all three. When each run finishes, this one included, email me the three files from Athena: send them to my own email address with the chat summary in the body. If Athena cannot send email in this workspace, say so instead. When you are done, ask me how often I want this: every weekday at 7am, weekly on Mondays at 7am, monthly on the 1st, or not now. Also ask which sections to keep and confirm my IANA time zone (for example America/New_York), and pass it explicitly when creating the schedule. If I choose a schedule, set up a scheduled agent that runs this same brief on it, keeps the spreadsheet asset ID and any template IDs in its instructions, reads the latest dated tab before each run, and reports only what changed since the last run. It says plainly when nothing material changed, and says comparison is unavailable if the prior tab cannot be read. Each run adds a dated tab to the same spreadsheet and makes a new dated deck and document. Whenever I give feedback on a run, in this chat or a later one, update the scheduled agent's instructions (and the template or design system when the feedback is about how the files look) so every later run follows it, then tell me exactly what you changed.

Clean this spreadsheet: [attach or pick from Athena]. Fix types and formats, remove duplicates, standardize names and dates, and add a tab that logs every change.

Merge these two files on [key]: [attach both]. Give me the joined file and a separate tab of rows that did not match, with the likely reason for each.

Extract the tables from these PDFs into one clean spreadsheet: [attach]. Keep consistent columns, note the file and page for each row, and flag anything you could not read.