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How to Read Economic Indicators

Learn how to interpret key economic indicators—GDP, employment, inflation, and more. A practical guide to understanding the data that moves markets.

Jan Herbst
First published 20 Jan 2026
Last verified 20 Jan 2026
8 min read

What You'll Learn

  • Understand the most important economic indicators and what they measure
  • Learn to distinguish between leading, coincident, and lagging indicators
  • Know how to interpret indicator releases and market reactions
  • Build a practical routine for tracking economic data

Economic indicators are the vital signs of the economy. Just as doctors monitor heart rate and blood pressure, investors and policymakers watch GDP, employment, and inflation to gauge economic health.

This guide explains how to read the most important indicators and what they tell you about the economy.

The Three Types of Indicators

Economic indicators fall into three categories based on when they signal changes:

Leading Indicators

Signal changes before they happen in the broader economy.

IndicatorWhat It Signals
Yield curveFuture recession risk
PMI (Purchasing Managers Index)Manufacturing and services direction
Building permitsFuture construction activity
Consumer expectationsFuture spending intentions
Stock marketEconomic expectations

Leading indicators help anticipate turns in the business cycle but can give false signals.

Coincident Indicators

Move with the economy in real-time.

IndicatorWhat It Measures
EmploymentCurrent labor market conditions
Industrial productionManufacturing output
Personal incomeHousehold earnings
Retail salesConsumer spending

Coincident indicators confirm what's happening now but don't predict the future.

Lagging Indicators

Confirm changes after they've occurred.

IndicatorWhat It Confirms
Unemployment rateLabor market damage (appears late)
CPI (inflation)Price pressures (takes time to show)
Interest ratesPolicy response to conditions
Corporate profitsBusiness cycle position

Lagging indicators are useful for confirmation but shouldn't guide forward-looking decisions.

Key Point

The most valuable indicators are leading ones—but they're also the noisiest. Coincident indicators provide current truth; lagging indicators confirm what's already passed. Use all three together for a complete picture.


Key Economic Indicators Explained

GDP (Gross Domestic Product)

What it is: The total value of goods and services produced in an economy.

Release: Quarterly (advance, second, and final estimates)

How to read it:

  • Positive growth (above 0%) — Economy expanding
  • Negative growth (below 0%) — Economy contracting
  • Two consecutive quarters of negative growth — Technical recession

Key insight: GDP is the definitive growth measure but is released with a lag. Markets often anticipate GDP trends through faster indicators.

Employment Data

Jobs Report (Nonfarm Payrolls)

  • Release: First Friday of each month
  • What it measures: Jobs added or lost in the previous month
  • Key numbers: Headline jobs, unemployment rate, wage growth

Jobless Claims

  • Release: Weekly (Thursdays)
  • What it measures: New unemployment filings
  • Key numbers: Initial claims, continuing claims

How to read it:

  • Strong job growth + low unemployment = healthy economy
  • Rising claims + slowing job growth = weakening labor market
  • Wage growth matters for inflation expectations

Important Caveat

The unemployment rate is a lagging indicator—it often peaks after recessions have ended. Watch jobless claims and job growth for earlier signals of labor market turns.

Inflation Indicators

CPI (Consumer Price Index)

  • Release: Monthly (around the 10th-15th)
  • What it measures: Price changes for consumer goods and services
  • Key numbers: Headline CPI, Core CPI (excluding food and energy)

PCE (Personal Consumption Expenditures)

  • Release: Monthly (end of month)
  • What it measures: Fed's preferred inflation gauge
  • Key numbers: Headline PCE, Core PCE

How to read it:

  • Above target (above 2%) — Fed likely to tighten or stay tight
  • Below target (below 2%) — Fed has room to ease
  • Core vs. headline — Core is more stable and better for trend analysis

PMI (Purchasing Managers Index)

What it is: Survey-based measure of business conditions.

Release: Monthly (first business day for manufacturing, third business day for services)

How to read it:

  • Above 50 — Sector expanding
  • Below 50 — Sector contracting
  • Direction matters — 52 and rising is better than 55 and falling

Key variants:

  • ISM Manufacturing PMI (US)
  • ISM Services PMI (US)
  • S&P Global PMI (global)
Track Key Indicators

Monitor PMI, growth, and cycle positioning on our Indicators Dashboard

Consumer Sentiment

University of Michigan Consumer Sentiment

  • Release: Preliminary (mid-month), Final (end of month)
  • What it measures: Consumer confidence and expectations

Conference Board Consumer Confidence

  • Release: Monthly (last Tuesday)
  • What it measures: Consumer views on present conditions and future expectations

How to read it:

  • Sentiment often leads spending
  • Sharp drops can signal upcoming weakness
  • The "expectations" component is more forward-looking

CFNAI (Chicago Fed National Activity Index)

What it is: Composite of 85 economic indicators weighted to track US growth.

Release: Monthly (around the 20th)

How to read it:

  • Zero = Trend growth
  • Positive = Above-trend growth
  • Negative = Below-trend growth
  • Below -0.7 (3-month average) = Elevated recession risk

VantMacro uses CFNAI as a primary growth indicator because it's comprehensive and relatively noise-free.


How to Interpret Data Releases

The "Expectations Game"

Markets react to surprises, not absolute numbers:

  • Better than expected — Usually positive for risk assets
  • Worse than expected — Usually negative for risk assets
  • In line — Minimal reaction

Pro Tip

Check the consensus expectation before major releases. The market has already priced in the expected number—the reaction depends on the surprise, not the level.

Revisions Matter

Many indicators are revised in subsequent releases:

  • Initial GDP estimates can change significantly
  • Jobs numbers are regularly revised
  • PMI and survey data are typically not revised

When analyzing trends, use the latest revised data, not historical first prints.

Context Beats Single Data Points

One strong or weak number doesn't define a trend:

  • Look for patterns across multiple releases
  • Consider other corroborating indicators
  • Assess the direction of change, not just the level

Building Your Indicator Routine

Weekly Tracking

DayKey Releases
MondayNothing major (review week ahead)
TuesdayConsumer confidence (monthly)
WednesdayFed meeting days, mortgage data
ThursdayJobless claims (weekly)
FridayJobs report (monthly, first Friday)

Monthly Calendar

WeekKey Releases
Week 1Jobs report, PMI
Week 2CPI inflation
Week 3CFNAI, housing data
Week 4GDP (quarterly), PCE

Quarterly Focus

  • GDP reports (advance, second, final)
  • Fed Summary of Economic Projections
  • Earnings season implications

Common Interpretation Mistakes

1. Focusing on Headlines Only

Headlines can be misleading. A "strong" jobs report might hide:

  • Weak wage growth
  • Declining participation
  • Part-time job gains masking full-time losses

Always look beneath the headline number.

2. Ignoring Seasonal Adjustments

Most economic data is seasonally adjusted to remove predictable patterns:

  • Holiday retail spikes
  • Winter construction slowdowns
  • Summer vacation effects

Compare seasonally adjusted numbers to prior periods, not raw data to adjusted data.

3. Overreacting to Single Prints

Economic data is noisy. One month's miss or beat doesn't define a trend. Look at:

  • 3-month moving averages
  • Year-over-year changes
  • Trends over multiple releases

4. Confusing Levels and Changes

A 3.7% unemployment rate tells you the current level. But is it rising or falling? The direction often matters more than the absolute number for market reactions.


Resources for Economic Data

Free Data Sources

SourceBest For
FREDUS economic data, charts
BLSEmployment, inflation
Census BureauHousing, trade, demographics
Conference BoardLeading indicators

Economic Calendars

  • Investing.com — Comprehensive global calendar
  • ForexFactory — Popular among traders
  • Bloomberg — Professional grade

Summary

Economic indicators are essential tools for understanding the economy and anticipating market reactions. The key principles:

  1. Know the indicator types — Leading, coincident, lagging
  2. Watch for surprises — Markets react to expectations vs. reality
  3. Look at trends — Single data points are noisy
  4. Context matters — Combine multiple indicators for the full picture

With practice, reading economic data becomes intuitive. Start with the major releases—jobs, inflation, PMI, GDP—and expand your toolkit over time.


Data Sources

  • Bureau of Labor Statistics (BLS) for employment and inflation data
  • Bureau of Economic Analysis (BEA) for GDP and income data
  • Institute for Supply Management (ISM) for PMI data
  • Federal Reserve Bank of Chicago for CFNAI

Methodology

This guide categorizes indicators by timing (leading, coincident, lagging) and explains interpretation based on economic consensus and historical patterns. Market reactions are generalized and may vary based on broader conditions.

Limitations

  • Economic data is revised; initial prints may change
  • Seasonal adjustments can mask underlying trends
  • Market reactions depend on expectations, not just data
  • Past indicator relationships don't guarantee future patterns

About the Author

Jan Herbst is the founder of VantMacro, an empirically-grounded macro intelligence platform. He specializes in global liquidity analysis, market regime detection, and business cycle tracking.

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