HR reporting and analytics for Packaging Machinery Makers: which numbers to watch each month
A packaging machine maker does not need a long HR report. A few monthly figures on service travel, overtime, absence and leavers show strain before it turns into a resignation.

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Most owners of machine shops carry HR numbers in their heads. He knows that two fitters are often late and that a service engineer is tired, but he cannot show it, so nothing changes. Records live in separate notebooks: attendance with the supervisor, travel claims with accounts, leavers with whoever remembers. When asked how many left this year, the answer is a guess, and the reasons are a guess too.
A short monthly sheet changes that. It lists headcount by team, overtime in trial weeks, days of service travel per engineer, absence, new joiners and leavers with reasons. It takes an hour to prepare once the sources are tidy. Over a few months, patterns show: one engineer always away, a team with rising absence, a trial bay that is always late. The owner then acts on facts.
How to set it up
1. Choose five numbers only
Pick headcount by team, overtime hours, days away on service work, absence days and leavers with reasons. Add more later if you use these. A short list gets read and a long one does not.
2. Name where each number comes from
Attendance sheet, travel log, overtime record, exit notes. Write the source and the person who owns it. A number with no owner is not reliable.
3. Tidy the sources before you report
Make sure names, teams and dates are written the same way everywhere. Spend the first month cleaning and the second month reporting. Our reporting design can help set this up.
4. Build a one-page monthly view
Show this month against the last three. Add one line of comment from the HR person or the owner on what changed and why. A figure without a comment invites guessing.
5. Act on one thing each month
Choose one pattern from the page, such as an engineer with too many days away, and decide what to do. Report next month on whether it improved.
Check these first
Before changing anything, find out what is true today. These take an afternoon and use your own records.
- Ask three managers how many people left last year and compare their answers.
- Check whether service engineers' days away are recorded in one place.
- See if overtime figures from the supervisor match the pay sheet.
- List which monthly figure you would most want and see if you can build it from existing records.
GullyHR can do this with you. Read how we approach HR reporting and analytics in general, or share your requirements and we will tell you where to start.
Questions owners ask
Not at the start. A tidy sheet is enough for a shop of this size. Software helps once the same data is entered in several places or you need reports faster than one person can build them.
Often it is days away on service work per engineer, with leavers and their reasons close behind. These show strain on your scarcest people before they leave.
Keep it to a page, discuss it at a fixed monthly meeting and tie each figure to a decision. If a number never leads to a question or action, drop it from the sheet.