fx KPI Thinking

Leading vs lagging indicators, avoiding vanity metrics

⏱ 10 min

What you'll learn

  • Metric vs KPI
  • Lagging indicators — the scoreboard
  • Leading indicators — the early warning

Concept

1. Metric vs KPI

A metric is any number you can measure. A KPI (Key Performance Indicator) is one of the few numbers tied to a goal, with a target, an owner and a review rhythm.

A good KPI is:

  • Linked to a goal ("grow profitable sales"),
  • Actionable — someone can change it,
  • Comparable — a rate or ratio, or compared with target/last year,
  • Timely — available when decisions are made,
  • Few — 5–7 per dashboard, not 40.

2. Lagging indicators — the scoreboard

They tell you what already happened: revenue, profit, margin %, market share, year-end inventory. Essential, but by the time you see them it's too late to change that month.

3. Leading indicators — the early warning

They move before the results and you can act on them now:

Goal (lagging) Leading indicators
Monthly revenue store footfall, enquiries, quotes sent, conversion rate
Online sales website sessions, add-to-cart rate, checkout completion
Repeat business customers contacted after purchase, % with feedback, loyalty sign-ups
Collections invoices overdue > 30 days, follow-up calls made
Stock availability items below reorder level, supplier lead time

The relationship: Revenue = Footfall × Conversion % × Average Order Value. If footfall is fine but conversion drops, the problem is in the store, not in marketing.

4. Vanity metrics

Numbers that go up and feel good but don't guide decisions:

Vanity Better (actionable)
Total followers / page likes engagement rate, enquiries from social, cost per enquiry
Total app downloads monthly active users, % who placed an order
Total revenue (alone) revenue vs target, margin %, revenue per store
Number of SKUs sell-through %, slow-moving stock value
Website hits conversion rate, revenue per visitor

Test: "If this number doubles, what decision would I change?" If the answer is "nothing", it's vanity.

5. Balance your KPIs

One KPI alone can be gamed: push revenue with heavy discounts and margin collapses. Pair them:

  • Revenue with Margin %
  • Speed with quality (orders delivered fast + return rate)
  • Growth with retention (new customers + repeat %)

6. A KPI definition card

Field Example
Name Store conversion rate
Formula Bills ÷ Footfall
Source POS bills, door counter
Owner Store manager
Target ≥ 25%
Frequency daily, reviewed weekly
Type leading

Write one card per KPI. It stops arguments about "how is this calculated?"

Common mistakes

Dashboards with 40 numbers and no targets. Only lagging indicators. Celebrating vanity metrics. KPIs nobody owns.

Exercises

mediumFor your own business, list 3 lagging and 4 leading indicators, mark any vanity metrics you currently report, and write a definition card for your most important KPI.
Retail example: lagging revenue/profit/repeat-purchase rate; leading qualified visits/in-stock availability/response time/cart conversion. A KPI card needs formula, grain, inclusion rules, source, owner, review cadence, target and action. Total page views without conversion context can be a vanity metric; validate whether proposed leading indicators actually predict outcomes.

Quiz

Is monthly profit leading or lagging?
Lagging
Revenue = Footfall × ? × ?
Conversion % × Average Order Value
Test for a vanity metric?
If it doubled, would any decision change?
Leading vs lagging indicators, avoiding vanity metrics · Analysis & Visualization | ExcelWalaa