Blog · Alternatives and comparisons
Compare descriptive analytics tools on totals, segmentation and checks using the same business file. A worked sales example shows what each candidate must reproduce before you assess its presentation or workflow.
Descriptive analytics tools summarize what happened in recorded business activity. Choose one by testing reproducible totals, useful groupings and reconciliation on the same business file. The result should remain consistent when you move from the company total to a region, category or customer view.
A finance manager reviewing gross profit needs a different evaluation from a team choosing every kind of analysis software. This page focuses on summary work: totals, counts, averages, ratios and comparisons from supplied records. The broader data analysis software guide covers the larger selection decision.
Begin with a question such as: what were sales and gross profit by region for the closed period? Name the finance owner who approves the measure definitions and the business owner who uses the regional comparison. Identify the invoice or ledger export that supplies revenue, and the matched file or columns that supply costs.
A descriptive result can locate a difference without proving its cause. Use descriptive versus diagnostic analytics to keep those jobs distinct. That boundary matters when a chart invites a convincing explanation that the records do not establish.
The best fit depends on who prepares the summary, how often it is repeated and how other people check it. Treat product capabilities as a starting point for a test.
| Approach | Good evaluation question | Evidence to inspect |
|---|---|---|
| Spreadsheet summary | Can a business analyst build and check the required grouping? | Source range, formulas, totals and saved filters |
| Shared business reports | Can several readers use agreed measures consistently? | Definitions, report ownership and the process for correcting a discrepancy |
| File-based analysis | Can a team answer a specific question from supplied exports? | Column mapping, computed comparisons, checks and supporting rows |
Microsoft's PivotTable documentation describes calculating, summarizing and analyzing worksheet data in Excel. It also calls for column-organized data with a single header row. That gives a concrete spreadsheet approach to test against your file.
Microsoft's Power BI overview describes tools for connecting, visualizing and sharing business data. For this selection exercise, evaluate whether the resulting shared reports preserve the same approved calculations and filters. Keep the discussion on the business summary and its ownership.
Covirage is not affiliated with Microsoft.
Consider an illustrative US distributor reviewing a closed reporting period. Each row below is an invoice summary. Revenue is after discounts and credits, and cost is the matched cost of the goods sold. All records use USD and the same period.
| Invoice | Region | Revenue (USD) | Cost of goods sold (USD) |
|---|---|---|---|
| N1 | North | 1,200 | 700 |
| N2 | North | 800 | 500 |
| S1 | South | 600 | 450 |
| S2 | South | 400 | 250 |
| Total | 3,000 | 1,900 |
Ask each candidate to summarize the same records with the same definitions:
Gross profit = Revenue − Cost of goods sold
Gross profit margin = Gross profit / Revenue
The gross profit margin guide explains the measure in depth. Here, the question is whether competing workflows reproduce it correctly.
| Invoice | Gross profit calculation (USD) | Gross profit margin |
|---|---|---|
| N1 | 1,200 − 700 = 500 | 41.7% |
| N2 | 800 − 500 = 300 | 37.5% |
| S1 | 600 − 450 = 150 | 25.0% |
| S2 | 400 − 250 = 150 | 37.5% |
| Total | 3,000 − 1,900 = 1,100 | 36.7% |
Percentages are calculated from unrounded amounts and displayed to one decimal place. The total is $1,100 divided by $3,000. A tool that averages the invoice percentages would return 35.4%, calculated from the unrounded invoice ratios, and fail this test.
For a checked Excel reference, put invoice identifiers in column A, region in B, revenue in C and cost in D, with the source records in rows 2 through 5. Gross profit in E2 and margin in F2 are:
=C2-D2
=(C2-D2)/C2
Fill those formulas down. The total margin uses the sums:
=SUM(E2:E5)/SUM(C2:C5)
Format the margin cells as percentages. Keep the source amounts and formulas available to the person checking the result.
Now ask each candidate to group those same invoice records by region.
| Region | Included invoices | Revenue (USD) | Cost of goods sold (USD) | Gross profit (USD) | Gross profit margin |
|---|---|---|---|---|---|
| North | N1 + N2 | 2,000 | 1,200 | 800 | 40.0% |
| South | S1 + S2 | 1,000 | 700 | 300 | 30.0% |
| Total | 3,000 | 1,900 | 1,100 | 36.7% |
The regional revenue, cost and gross profit columns must sum to the original controls. The company margin must still divide total gross profit by total revenue. A filter that removes South should show the North amounts and identify that the view is filtered.
Then inspect exceptions. Blank region labels should appear as unassigned records or explicit exclusions with a reconciliation. Missing cost should remain an exception until resolved. It should not quietly become zero and make gross profit look better.
These checks establish what happened. Investigating why North and South differ belongs in diagnostic analytics tools. Comparing history with a supplied estimate belongs in descriptive versus predictive analytics.
Once candidates reproduce the answer, assess the work required to repeat it. Ask who updates the period, who approves changed categories and how someone challenges a number. A summary used by a regional manager needs a clear route back to the finance owner when the source file changes.
Have another colleague repeat the review using the written definitions. If that person needs undocumented adjustments, capture the missing rule before choosing. Convenience matters, but it should be measured against a workflow your team can maintain and explain.
Upload a sample of your own invoice or ledger file: Covirage maps the columns, and its tools compute and check totals, segment comparisons and ratios. The external AI model explains the result with every figure traced to its rows. Create a free Covirage account, which takes about a minute, then set up your business and bring your file.
See self-service analytics for the supporting workflow.
Spreadsheet summaries, shared business reports and file-based analysis workflows can all support descriptive work. Choose according to who prepares the numbers and who uses them. Test each candidate on the same records and definitions rather than assuming that a particular presentation format guarantees a reliable result.
A dashboard can present the results, but the underlying measures still need definitions and checks. Confirm the included period, filters, row counts and treatment of missing records. The reporting owner should be able to reproduce a displayed total from the source file and explain any exclusions.
Test totals, groupings, ratios and exceptions. Use a file with known control totals, ask for the same result by different segments, and inspect records that lack a category or cost. A useful comparison tests whether the result is reproducible as well as convenient to read.
It can show where a change appears, such as a region with lower sales or a category with higher refunds. Establishing why it happened requires further evidence and diagnostic work. Keep a measured difference separate from an explanation that has not yet been checked.