08 · Macro Economy and Markets: Read the Big Picture Before Trading
Stocks follow companies, commodities follow supply and demand, but the price of every asset ultimately points to one variable: macro. One rate move reprices global assets; one payroll print and the dollar and gold jump instantly.
This article completes the "trader's macro toolbox": central banks and monetary policy (the Fed / the PBOC), how to read key economic data, how to memorize the data calendar, the economic cycle and the Merrill Lynch Investment Clock, the inflation-rate transmission chain, geopolitical shock paths, market sentiment indicators, and common free tracking tools.
⚠️ Risk Warning
This article is for learning and research only and does not constitute investment advice. Data release times (US Eastern), levels, ranges, and probabilities mentioned here are generic teaching descriptions — always defer to each institution's latest announcements and the latest economic data. Macro data and events can jump discontinuously (wars, sudden events), and historical patterns can fail completely in extreme markets.
Central Banks and Monetary Policy
A central bank is the "master switch of interest rates"; every sentence it utters can swing assets violently. Three actions are enough to understand monetary policy: adjusting rates, expanding/shrinking the balance sheet, and guidance (managing expectations).
The Fed: the locomotive of global money
| Concept | What it is | Why it matters |
|---|---|---|
| FOMC | Federal Open Market Committee, 8 meetings a year (per the latest schedule) | Each meeting announces the federal funds rate decision — the world's number-one asset event |
| Federal funds rate | The target for overnight interbank lending | The dollar is the "world currency"; the dollar rate is the benchmark for global asset pricing |
| Hiking/cutting cycles | Consecutive rate rises/falls | Hiking cycles suppress all risk assets; cutting cycles open the door to liquidity easing |
| QE (quantitative easing) | The central bank buys bonds directly, injecting liquidity | Adds liquidity, depresses long rates, favors risk assets |
| QT (quantitative tightening / balance-sheet runoff) | The central bank stops reinvesting, withdrawing liquidity | Liquidity drain, usually suppressing asset prices |
- How to read an FOMC meeting: the key is not "hike or not" per se, but the "dot plot" (members' rate projections) and the wording of the Powell press conference — the market trades the "expectation gap".
- Rate decisions are usually released at 14:00 US Eastern (2:00 a.m. Beijing next day in daylight saving, 3:00 in winter), with the press conference at 14:30 (per the latest announcements).
China's central bank: LPR and the toolbox
| Tool | What it is | How the market reads it |
|---|---|---|
| LPR (Loan Prime Rate) | The lending benchmark announced on the 20th of each month (postponed for holidays; per latest) | 1-year LPR maps to corporate loans, 5-year to mortgages; a cut = easing |
| RRR cut | Lowering the reserve requirement ratio | Releases loanable funds; liquidity easing |
| MLF / OMO (open market operations) | Medium-term lending facility, reverse repos | The daily window into how the PBOC nurses liquidity |
| Aggregate financing and credit data | Released mid-month | Leading credit indicators; the "credit cycle" window for A-shares |
- China-US monetary cycles are not always synchronized: the PBOC's rhythm often leads or moves independently of the Fed's — A-shares watch "domestic liquidity", HK stocks watch "dollar liquidity" — the macro root of frequent A/H divergence.
Key Economic Data Quick Reference
"What it is + how the market reads it + when it's released" — every table below follows that logic.
Inflation data: CPI / PCE
| Item | Content |
|---|---|
| CPI (Consumer Price Index) | What: the price change of a basket of goods and services; the best-known inflation gauge |
| How read: above expectations = stubborn inflation → hike expectations rise → stocks and bonds pressured; dollar/gold react violently | |
| Release: US mid-month (8:30 ET); China around the 9th each month (per latest) | |
| Core CPI | Excluding food and energy; better reflects "underlying inflation"; the Fed watches it more closely |
| PCE (Personal Consumption Expenditures) | What: the Fed's official preferred inflation gauge (broader coverage, weights closer to real consumption) |
| How read: FOMC discussion and the dot plot are based on PCE; in hiking cycles it can matter even more than CPI | |
| Release: US end of month (8:30 ET) |
Jobs data: nonfarm payrolls and unemployment
| Item | Content |
|---|---|
| Nonfarm payrolls (NFP) | What: new jobs added outside US farming (in tens of thousands); the world's most important monthly print |
| How read: big beat = strong economy → cut expectations pushed back (dollar up, gold/Nasdaq down); big miss = recession fears (the reverse) | |
| Release: the first Friday of each month (8:30 ET = 20:30/21:30 Beijing) | |
| Unemployment rate | Read alongside payrolls; also watch the "participation rate" and "average hourly earnings" (rising wages = wage inflation) |
| Initial jobless claims | Every Thursday (8:30 ET); the weekly high-frequency thermometer of the labor market |
Activity data: PMI (Purchasing Managers' Index)
| Item | Content |
|---|---|
| What it is | A survey index of purchasing managers; 50 is the boom-bust line: >50 = expansion, <50 = contraction |
| How read | Manufacturing PMI consecutively <50 and falling = confirmed slowdown; services PMI carries more weight (services are 70%+ of the US economy) |
| Release | US ISM manufacturing PMI: around the 1st of each month; Caixin/official PMI: China end/start of month (per latest) |
Other high-frequency data
| Data | What it is | Reading points | Release |
|---|---|---|---|
| Retail sales | US monthly retail total | Consumption is 2/3 of the US economy; a beat = strong economy = cut expectations cooling | Mid-month (8:30 ET) |
| GDP | Quarterly growth of the economy | Advance (first) > revised > final; the market only takes the first two seriously | Quarterly advance ~1 month after quarter-end (8:30 ET) |
| EIA crude inventories | US weekly commercial crude stocks | Bigger-than-expected build = oil pressured; bigger-than-expected draw = oil supported | Wednesdays 10:30 ET (11:30 in winter) |
Data Release Calendar Cheat Sheet
No need to memorize every timestamp — this "US data timeline" is enough (daylight/standard time shifts Beijing times by 1 hour; per latest announcements):
| Frequency | Data | US Eastern | Beijing time (approx.) |
|---|---|---|---|
| Every Wednesday | EIA crude inventories | 10:30 (11:30 winter) | 22:30 / 23:30 |
| Every Thursday | Initial jobless claims | 8:30 | 20:30 / 21:30 |
| First Friday monthly | NFP + unemployment | 8:30 | 20:30 / 21:30 |
| Mid-month | CPI | 8:30 | 20:30 / 21:30 |
| End of month | PCE | 8:30 | 20:30 / 21:30 |
| Start of month | ISM manufacturing PMI | 10:00 | 22:00 / 23:00 |
| 8 times a year | FOMC decision | 14:00 | 2:00 / 3:00 next day |
- The 10 minutes before and 30 minutes after a release are the most violent window and a prime wick-hunting period — keep pending orders and heavy positions away from data moments.
💀 Data moments are a meat grinder for the heavily positioned
The 10 minutes before and 30 minutes after a release are the most violent window and a prime wick-hunting period. Keep pending orders and heavy positions away from data moments — wicks sweeping orders at the instant of NFP, CPI, or FOMC releases are the most common blow-up mode for the heavily positioned.
- China data: LPR on the 20th (postponed per latest), CPI/PPI around the 9th, aggregate financing on the 10th-15th, PMI at month-end, mostly released 9:30-10:00 Beijing time.
The Four Phases of the Economic Cycle and the Merrill Lynch Clock
Phase traits and asset performance
| Phase | Growth | Inflation | Stocks | Bonds | Commodities | Cash |
|---|---|---|---|---|---|---|
| Recovery | ↑ | ↓ | ★ favored | Neutral | Weak | Poor |
| Overheating | ↑ | ↑ | Neutral | Poor | ★ favored | Neutral |
| Stagflation | ↓ | ↑ | Poor | Poor | Neutral | ★ favored |
| Recession | ↓ | ↓ | Poor | ★ favored | Weak | Neutral |
- Recovery: rates just starting to fall, corporate earnings recovering; stocks (especially cyclical growth) fare best.
- Overheating: the economy runs hot, inflation rises, the central bank starts hiking; commodities (energy/nonferrous) lead, bonds fall first.
- Stagflation: growth stalled, inflation high, "stocks and bonds both hit"; only cash and gold (the anti-inflation defensive branch of commodities) fight.
- Recession: the central bank is forced into big cuts; long bonds (the longer the duration, the bigger the gain) fare best — the golden era for bond investors.
How to tell which phase we are in
- Watch two pairs of gauges: growth (PMI, GDP, aggregate financing, earnings) and inflation (CPI, PCE, PPI).
- Mnemonic: PMI up + CPI down = recovery; PMI up + CPI up = overheating; PMI down + CPI up = stagflation; PMI down + CPI down = recession.
- Reality check: phase transitions often "jump" (e.g., the pandemic shock leapt straight from overheating into recession) — the Merrill Lynch clock is an analytical frame, not a crystal ball; A-shares also need the policy cycle layered on (fiscal/monetary easing pace).
The Inflation-Rate Transmission Chain into Asset Prices
The core formula: value = future cash flows ÷ discount rate
An asset's price = the "expected returns of all future years" discounted to today at some rate. That rate is the "discount rate":
- Rates up → discount rate up → the valuation denominator grows → all asset prices pressured.
- The impact is not even: the further the money is in the future, the more rate-sensitive it is.
Why rate hikes kill "high-valuation growth stocks" first
| Type | Cash-flow profile | Rate sensitivity | Performance in hiking cycles |
|---|---|---|---|
| High-valuation growth (unprofitable tech, themes) | Profits mostly in the distant future | Extreme (distant cash flows dominate the denominator) | Falls hardest |
| Consumer/utilities (stable cash flow) | Heavy current cash flow | Moderate | Relatively resilient |
| Banks | Margins expand with rates | Special (rate rises actually help) | Strengthen against the tape |
| Bonds (long duration) | Fixed coupons | Extreme | Prices fall |
- Example: a company whose profits all land in year 10. Rates rise from 3% to 5%, and that distant profit gets divided by a bigger denominator — the valuation can shrink 30%+; a bank stock yielding 5% right now is barely touched.
- That is the mechanical reason the Nasdaq/growth fell far more than the Dow/value during the Fed's aggressive 2021-2022 hikes (per that period's market).
- The reverse holds: in cutting cycles, long-duration assets (long bonds, high-valuation growth, crypto, gold) have the most elasticity — the deep logic behind every "growth and gold fly together" episode as cut expectations warm.
The full transmission chain, memorized
Rate expectations (FOMC) → discount rate → asset valuations
↘ dollar strength → EM/commodities (dollar-priced)
Inflation (CPI/PCE) → central-bank policy → real rates → gold
Jobs/PMI → growth expectations → earnings expectations → equity risk appetiteThe Impact of Geopolitics
Wars, sanctions, and trade frictions cannot be predicted, but the transmission paths follow rules. When a breaking event hits, first slot it into this table:
| Event type | Crude | Gold | Stocks | Transmission path |
|---|---|---|---|---|
| War / armed conflict | Up (supply fears) | Up (haven bid) | Down (risk appetite contracts) | Haven flows → gold/US Treasuries; supply risk premium → oil |
| Sanctions (e.g., on an oil producer) | Up | Neutral to up | Energy stocks up, broad market down | Supply contraction + trade-restructuring costs |
| OPEC+ cuts/raises | Cuts up / raises down | Indirect | Inflation-expectation linkage | Oil → inflation → central-bank policy → all assets |
| Trade friction / tariffs | Volatile | Neutral | Risk appetite down | Higher costs + demand worries + FX disturbance |
| Sudden disasters (tsunami/earthquake) | Region-dependent | Short-term haven bid | Panic selling | "Sell everything first, ask why later" |
- Gold ≠ a no-brainer haven: if a conflict also pushes oil and inflation up, it reinforces hike expectations and gold can fall as "haven demand fails". When haven flows and rates pull against each other, real rates dominate.
⚠️ Gold is not a no-brainer haven
Gold ≠ a no-brainer haven — if a geopolitical conflict also pushes oil and inflation up, it reinforces hike expectations and gold can fall as "haven demand fails". When haven flows and rate pressure fight, real rates dominate; gold may not hold up in a hiking cycle.
- The China angle: A-shares often respond to geopolitical events with "gap up then fade" or "gap down then recover" — in a retail-dominated market, the ending of an emotional impulse is usually being left holding the bag; after an event, glance at money flow before acting.
⚠️ In a retail-dominated market, emotional impulses end in bag-holding
In a retail-dominated market, the ending of an emotional impulse is usually being left holding the bag. A-shares often respond to geopolitical events with "gap up then fade" or "gap down then recover" — the open spikes the price to an extreme on emotion, and after the intraday flow reverses, retail buys the top. After an event, coolly watch the money flow before acting.
Market Sentiment Indicators
The final step of macro judgment is "watching what the market itself is thinking":
| Indicator | What it is | How to use |
|---|---|---|
| VIX fear index | S&P 500 option implied volatility (see 05 - Indexes and Sectors) | >30 panic, <15 complacency; extremes are often contrarian signals |
| Margin balance (two-financing) | The total retail borrowings to buy stocks domestically | Rising with the index = leverage bull; rapid contraction = deleveraging decline risk |
| Northbound flows | Net foreign buying of A-shares via Stock Connect | Big single-day flows are sentiment signals; long term watch "foreign holdings", not daily flow |
| Stock-bond seesaw | The inverse relation between stocks and bonds | Bonds up (rates falling) + stocks up = liquidity-driven bull; stocks down + bonds up = risk-off |
| US 10-year yield | The "anchor" of global asset pricing (see 02 - Bonds and Interest Rates) | Rapidly rising yields = global risk assets pressured; falling = easing expectations |
- The right way to use sentiment indicators: they do not forecast direction, they flag crowding. When an extreme reading appears, trimming and waiting for confirmation beats "one more bet".
💡 Sentiment indicators flag crowding, not direction
The right way to use sentiment indicators: don't forecast direction, flag crowding. When an extreme reading appears, trimming and waiting for confirmation beats "one more bet" — a VIX spike does not mean an instant bottom, and rapid margin contraction does not mean an instant rebound.
Common Tracking Tools
| Tool | What to watch | Entry hint (per current availability) |
|---|---|---|
| Economic calendar | Data release schedule (Investing, Jin10, Eastmoney, etc.) | Mark "key data days" in advance; set alerts |
| CME FedWatch tool | Fed hike/cut probabilities implied by rate futures | Must-see before FOMC: big probability swings = the market repricing |
| EIA reports | Weekly Wednesday crude inventories, monthly Short-Term Energy Outlook | Required reading for oil traders |
| FOMC statements and minutes | The decision text + minutes three weeks later | Wording changes (e.g., "patient" → "further") lead the data |
| USDA reports | Agricultural supply-demand tables | The monthly WASDE report is the number-one catalyst for ag markets |
| Central-bank sites/pressers | PBOC LPR, monetary policy reports | The medium-term compass for domestic assets |
- Suggested daily 5-minute routine: check the economic calendar (what data today) → then the US 10Y and the dollar index → then the VIX → and only then your own positions.
Risk Warning
⚠️ Risk Warning
- The direction and magnitude of macro "surprises" are unpredictable; the violent swings at data moments (wicks) are a meat grinder for the heavily positioned — stay away or stay light.
- Historical patterns (the Merrill Lynch clock, the stock-bond seesaw, correlations) can fail completely in extreme markets — both 2020's pandemic and 2022's hikes broke the "rules".
- Geopolitical events cannot be predicted; any "pre-position for the war" narrative is a dangerous excuse for speculation.
- All release times, probabilities, and ranges in this article are teaching-basis — defer to each institution's latest announcements.
- This article does not constitute investment advice; assess your own risk tolerance before deciding.