China Economic Data: Complete Guide to NBS, PBoC & Alternative Sources
Navigating Chinese economic data—official sources, reliability concerns, alternative indicators, and best practices for China macro analysis.
The Challenge of China Data
China is the world's second-largest economy, but its data presents unique challenges:
- State control: Official statistics from government agencies
- Reliability questions: Well-documented concerns about accuracy
- Accessibility: Language barriers, website issues
- Timeliness: Some data less frequent than Western equivalents
This guide helps you navigate these challenges.
Official Data Sources
National Bureau of Statistics (NBS)
The primary source for Chinese economic data.
Website: stats.gov.cn (Chinese), some English available
Key Releases:
| Indicator | Frequency | Lag |
|---|---|---|
| GDP | Quarterly | ~3 weeks |
| Industrial Production | Monthly | ~2 weeks |
| Retail Sales | Monthly | ~2 weeks |
| Fixed Asset Investment | Monthly | ~2 weeks |
| Unemployment | Monthly | ~2 weeks |
| PMI (Official) | Monthly | 1st of month |
IQ Score: 85 (due to methodology concerns)
People's Bank of China (PBoC)
Central bank data on monetary and financial conditions.
Key Series:
- Total Social Financing (TSF)
- New Yuan Loans
- M1, M2 Money Supply
- Foreign Exchange Reserves
- Interest Rates (LPR, MLF)
IQ Score: 88
General Administration of Customs
Trade data—exports, imports by country and product.
IQ Score: 90 (trade data generally more reliable)
Ministry of Finance
Fiscal data—government revenue, expenditure, budget.
Data Reliability Issues
Well-Known Concerns
GDP smoothing:
- Official GDP growth remarkably stable
- Rarely revised significantly
- Doesn't match other indicators during stress
"Li Keqiang Index":
Premier Li famously said he watches:
- Electricity consumption
- Rail freight
- Bank lending
...rather than GDP figures.
Which Data Is More Reliable?
Generally More Reliable:
- Trade data (verified by partner countries)
- Financial data (harder to manipulate)
- Electricity consumption
- PMI surveys (private)
Less Reliable:
- GDP levels (growth rates may be more accurate)
- Provincial data (often inflated)
- Employment data (limited coverage)
- Some investment data
Alternative Data Sources
Caixin PMI (Private)
IQ Score: 92
Published by Caixin/S&P Global, independent of government.
Differences from Official PMI:
- Smaller sample size (~400 vs 3,000)
- More small/private firms
- Often diverges from official
- Considered more reliable by markets
Satellite and Alternative Data
Night lights: Correlates with economic activity
Shipping/AIS data: Port activity, trade flows
Air quality: Industrial production proxy
Web scraping: Prices, housing data
Several research firms offer these:
- SpaceKnow
- Orbital Insight
- Kayrros
Research Firm Estimates
China Beige Book:
Grassroots survey of Chinese businesses.
Quarterly release, subscription-based.
Rhodium Group:
Adjusted GDP and other estimates.
Conference Board China Center:
Alternative economic indicators.
Accessing China Data via International Sources
IMF
World Economic Outlook includes China data with some standardization.
World Bank
World Development Indicators—consistent methodology.
OECD
China is not a member, but OECD publishes China data.
BIS
Bank for International Settlements—financial/banking data.
CEIC
IQ Score: 94
Commercial provider with excellent China coverage.
- Standardized series
- English interface
- Historical data
- Premium pricing
Key Indicators Deep Dive
Total Social Financing (TSF)
China's broadest credit measure.
Components:
- Bank loans
- Corporate bonds
- Shadow banking
- Government bonds (recently added)
Why it matters:
- Best measure of credit impulse
- Leads real economy by ~6 months
- Policy transmission channel
Credit Impulse
Change in new credit as % of GDP
Formula:
(New TSF this year - New TSF last year) / GDP
Powerful leading indicator for:
- Chinese growth
- Global commodity demand
- Emerging market assets
Property Sector Data
Key series:
- Property investment (FAI component)
- Floor space started/sold
- Property prices (70-city index)
- Developer financing
Property = ~25-30% of Chinese GDP (directly + indirectly).
PMI Details
| PMI | Source | Sample | Focus |
|---|---|---|---|
| Official Manufacturing | NBS | 3,000 | Large SOEs |
| Official Non-Manufacturing | NBS | 4,000 | Services |
| Caixin Manufacturing | Caixin/S&P | 400 | SMEs |
| Caixin Services | Caixin/S&P | 400 | Services |
Building a China Dashboard
Monthly Tracking
- Caixin PMI - Private sector pulse
- TSF/Credit data - Policy transmission
- Trade data - Export health
- Industrial production - Activity (with caveats)
Quarterly Review
- GDP (official vs estimates)
- FAI breakdown
- Property sector health
- Fiscal data
Cross-Referencing
- Compare with trade partner data
- Check commodity demand
- Look at Korea/Taiwan exports to China
- Verify with alternative data
Practical Tips
- Never rely on single source: Cross-reference multiple indicators
- Watch for revisions: Rare but meaningful when they happen
- Use partner country data: Taiwan, Korea exports verify Chinese demand
- Follow the credit cycle: TSF and credit impulse are key
- Private PMIs matter: Caixin often more honest than official
- Property is key: Watch closely for systemic risks
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