Back to library

Education

Learn Macro

Clear explanations of macro indicators, market mechanics, and research methods.

69 articles in this section

JPY

Japanese Yen 1
Research 2026-04-14 12:00 UTC

The JPY Carry Trade: What It Is, How It Works, and Why It Matters for FX Traders

The Japanese yen has been the world's preferred carry trade funding currency for three decades. This guide explains the mechanics of the JPY carry trade, the rate differentials that drive it, the August 2024 unwind, and the signals every FX trader should monitor as the Bank of Japan slowly normalises.

Reference

OTHER

OTHER 68
Research 2026-07-08 01:41 UTC

Introducing Fxmacrodata Webhooks

FXMacroData webhooks turn macro release delivery into an event-driven workflow, giving trading systems signed callbacks when matching announcements are processed.

Reference
Explainer 2026-06-28 09:50 UTC

Cfd Instruments Explained For Fx Traders

A broker-neutral guide to CFD instruments for FX traders: what CFDs are, how macro drivers map to instruments, what data is safe to use, and why FXMacroData focuses on macro context rather than broker prices, spreads, leverage, or execution.

Reference
Research 2026-06-22 11:02 UTC

FXMacroData vs CEIC Data: Global Macro Database vs FX Macro Workflow

A decision-grade comparison of CEIC Data and FXMacroData for teams choosing between a deep global macro database and a focused FX macro workflow layer with release timing, dashboards, APIs, and MCP-ready access.

Reference
Research 2026-06-22 11:00 UTC

FXMacroData vs OANDA Exchange Rates API: FX Rates vs FX Macro Drivers

A buyer-guide comparison of OANDA Exchange Rates API and FXMacroData for teams deciding between exchange-rate feeds and the macro release context that explains currency moves.

Reference
Research 2026-06-22 11:00 UTC

Using FXMacroData with OpenBB for FX Macro Research Workflows

A practical buyer-guide and integration playbook for using OpenBB as the research workspace while FXMacroData supplies source-labelled FX macro releases, calendars, dashboards, REST data, and MCP tools.

Reference
Research 2026-06-22 10:58 UTC

FXMacroData vs. S&P Global Market Intelligence: Macro Data for FX Workflows

A buyer-guide comparison of S&P Global Market Intelligence Economic Analytics and FXMacroData for teams choosing between broad institutional economics coverage and self-serve FX macro data workflows.

Reference
Research 2026-06-22 10:58 UTC

FXMacroData vs. FactSet: Enterprise Economics Feed vs. FX Macro API

A buyer-guide comparison of FactSet and FXMacroData for teams choosing between enterprise economics data breadth and focused, self-serve FX macro data for dashboards, APIs, alerts, and AI agents.

Reference
Research 2026-06-22 10:57 UTC

FXMacroData vs. ECB Data Portal API: Euro-Area Official Data vs. Multi-Currency FX Macro

A buyer-guide comparison of the ECB Data Portal API and FXMacroData for analysts and developers choosing between official euro-area SDMX data and a cross-currency FX macro workflow layer.

Reference
Research 2026-06-22 10:56 UTC

FXMacroData vs Moody's Analytics Data Buffet: Economic Database vs FX Macro API

A buyer-guide comparison of FXMacroData and Moody's Analytics Data Buffet across pricing visibility, economic database breadth, API access, rate limits, release timing, and fit for FX macro workflows.

Reference
Research 2026-06-22 10:55 UTC

FXMacroData vs OECD API: Free Official Data vs FX-Ready Macro API

OECD API is a free official SDMX data source for policy and economic research. FXMacroData is the better fit when FX traders and developers need release-aware macro history, exact announcement timing, dashboards, REST JSON, and AI-ready workflow access.

Reference
Research 2026-06-22 10:52 UTC

FXMacroData vs. Econoday: Economic Calendar vs. FX Macro API

A buyer-guide comparison of Econoday and FXMacroData for traders, analysts, and developers choosing between curated economic calendar commentary and a self-serve FX macro data API.

Reference
Research 2026-06-22 00:00 UTC

FXMacroData vs FXStreet Economic Calendar API: Which Is Better for FX Macro Data?

A buyer-guide comparison of FXStreet Economic Calendar API and FXMacroData for teams choosing between a trader calendar feed and source-labelled FX macro data with release history, dashboards, API access, and MCP-ready workflows.

Reference
Research 2026-06-17 07:25 UTC

How to Add MCP Macro Research to a Fintech App with FXMacroData

A founder and developer guide to adding MCP-powered macro research, tool calls, and grounded AI workflows to a fintech product using FXMacroData.

Reference
Research 2026-06-17 07:20 UTC

How to Build an AI Macro Article Engine with FXMacroData

A practical guide for startup founders building AI-generated macro articles, release previews, and market recaps using FXMacroData as the grounded data layer.

Reference
Research 2026-06-17 07:15 UTC

Why Fintech Startups Need a Macro Data Layer Before They Add AI

A founder-focused guide to using FXMacroData as the macro layer behind AI research tools, client dashboards, event-risk products, and market intelligence workflows.

Reference
Research 2026-06-17 02:00 UTC

Best Economic Indicator Feeds for Algo Trading in 2026

A practical ranking of the best economic indicator feeds for algorithmic trading, comparing FXMacroData, FRED, Trading Economics, EODHD, Finnhub, Alpha Vantage, Polygon.io, and QuantConnect by use case, latency, pricing, and workflow fit.

Reference
Research 2026-06-15 02:00 UTC

How to Use the FXMacroData Custom GPT for Forex Macro Research in ChatGPT

Use the FXMacroData Custom GPT as a ChatGPT research desk for FX macro briefs, release-risk checklists, central-bank comparisons, API workflows, and MCP agent handoffs.

ChatGPT Workflow Guide
Research 2026-06-10 03:55 UTC

How To Build An Mcp Client For Fxmacrodata

Build a Python MCP client that connects to the FXMacroData remote server, lists tools, calls live macro data endpoints, and then extends into an LLM-powered chat workflow.

Reference
Research 2026-06-10 03:55 UTC

How To Use Claude Fable 5 With Fxmacrodata For Fx Trading

Build a practical FX research workflow with Anthropic's Claude Fable 5 and FXMacroData. This guide covers both a direct REST setup and Anthropic's MCP connector so Claude can reason over live macro data, release calendars, COT positioning, and FX spot in one loop.

Reference
Research 2026-06-08 04:45 UTC

Bank of Canada Business Outlook Survey: What It Measures and Why It Matters for CAD

A practical guide to the Bank of Canada Business Outlook Survey, what it measures, how traders interpret it, and how FXMacroData uses it as official CAD business confidence coverage.

Reference
Research 2026-06-07 13:20 UTC

Introducing Fxmacrodata Mcp Apps

FXMacroData MCP now goes beyond raw tool calls with interactive app surfaces for indicator charts, pair comparison, macro heatmaps, scenario testing, war-room workflows, event replay, and quant stress analysis inside compatible AI hosts.

Reference
Research 2026-06-07 12:00 UTC

Introducing the Forward Curve and Pair Differential Endpoints

FXMacroData now exposes derived forward-curve segments and matched pair rate differentials, so FX traders can move from raw yield levels to the expected path and cross-currency spread that actually drive major pairs.

Reference
Research 2026-06-06 15:03 UTC

Introducing the Business and Consumer Confidence Endpoints

FXMacroData now exposes business and consumer confidence endpoints with country-specific handling, so traders can compare survey tone without flattening the real differences in methodology, frequency, and units across markets.

Reference
Research 2026-06-06 06:00 UTC

How To Build A Public Macro Monitor With Plotly Dash

Build a production-style Plotly Dash macro monitor with FXMacroData, including normalized API data, explicit-axis heatmaps, drill-down charts, caching, and safe API-key handling.

Reference
Research 2026-05-25 17:00 UTC

Introducing MCP Tasks on FXMacroData

FXMacroData MCP now supports asynchronous task execution, starting with macro briefings that combine indicator coverage, policy rates, GDP, and upcoming releases into one tracked background workflow.

Reference
Research 2026-05-25 16:45 UTC

Introducing FXMacroData Visualizations in MCP

FXMacroData MCP can now render inline charts for macro indicators, FX pairs, commodities, COT positioning, and policy-rate differentials, so traders and AI agents can move from raw data to visual judgment in a single workflow.

Reference
Research 2026-05-21 20:30 UTC

The Best Prompt Architecture for FX Bots in 2026

A practical prompt blueprint for FX agent systems: state layer, rules layer, risk layer, and output contract design that reduces hallucinations and improves deterministic behavior under live market stress.

Reference
Research 2026-05-21 19:40 UTC

Why Most Ai Fx Bots Fail In Live Trading

A practical failure taxonomy for AI FX automation: data assumptions, model drift, risk-policy gaps, execution friction, and operational blind spots that break bots in live markets even when backtests look strong.

Reference
Research 2026-05-21 18:55 UTC

Backtest Your Agent Logic Not Just Your Strategy

Traditional backtests miss a critical layer in AI trading systems: the agent decision process itself. Learn how to replay historical macro context and score reasoning quality, schema stability, and risk-policy compliance before trusting live automation.

Reference
Research 2026-05-21 18:05 UTC

Kill Switch Framework For Ai Fx Bots

A practical risk-engineering blueprint for AI FX systems: layered kill switches that halt trading on data drift, model instability, volatility shocks, and execution anomalies before damage compounds.

Reference
Research 2026-05-21 17:05 UTC

Build a Two-Agent FX Stack: Research Agent + Execution Gatekeeper

Design a safer AI FX workflow by splitting analysis from execution approval: one agent researches macro setups, a second gatekeeper enforces risk rules and blocks unsafe trades before they reach your broker.

Reference
Research 2026-05-21 16:10 UTC

Hermes Vs Claude Vs Gemini For Fx Bot Reasoning

A practical model scorecard for FX automation: Hermes, Claude, and Gemini compared on macro-regime interpretation, JSON schema fidelity, latency behavior, and operating cost trade-offs.

Reference
Research 2026-05-21 15:30 UTC

Build a Real-Time FX Event Agent That Front-Runs Your Morning Prep

Replace 45 minutes of manual pre-market prep with an always-on AI agent that scans the FXMacroData release calendar, ranks today's events by market impact, and delivers a structured briefing before London open.

Reference
Research 2026-05-21 14:30 UTC

How To Build An Fx Trading Bot With Hermes And Fxmacrodata

Build a Hermes-powered FX research bot that turns FXMacroData macro releases, USD/JPY spot context, strict JSON contracts, and hard risk gates into alert-only trade ideas.

Reference
Research 2026-05-21 10:00 UTC

How to Build an FX Trading Agent with NVIDIA NemoClaw and FXMacroData

Run an always-on, sandboxed FX trading agent using NVIDIA NemoClaw and OpenClaw. Connect FXMacroData's macro API to a secure Nemotron-backed agent that monitors inflation prints, policy decisions, and release calendars — and alerts you on Telegram when macro surprises hit your thresholds.

Reference
Research 2026-05-20 12:00 UTC

How To Use Openai Codex With Fxmacrodata For Fx Trading

Wire OpenAI Codex into FXMacroData so the agent can pull live policy rates, inflation prints, COT positioning and FX spot — and then write the trading scripts for you. Covers both the direct REST API and the MCP server connection.

Reference
Research 2026-05-05 14:30 UTC

Using FXMacroData with Prediction Markets: Kalshi and Polymarket

Step-by-step guide to connecting FXMacroData macro announcements, consensus forecasts, and COT positioning data to prediction market contracts on Kalshi and Polymarket — with working Python code.

Reference
Research 2026-05-04 14:00 UTC

Forecasting Macro Releases: How to Use the FXMacroData Predictions API

Market moves before the number drops. The FXMacroData predictions API surfaces market consensus, central-bank projections, IMF WEO forecasts, and survey data for every covered indicator — all linked to realised observations via a stable announcement_id so you can measure forecast accuracy and build lookahead-free backtests.

Reference
Research 2026-04-22 12:00 UTC

Breakeven Inflation Rate and Bond Markets: A Guide for FX and Rates Traders

Breakeven inflation rates — the spread between nominal Treasury yields and TIPS — are among the most powerful leading indicators available to FX and rates traders. This guide explains how they are constructed, what they signal, and how to integrate them into a live trading framework.

Reference
Research 2026-04-22 10:00 UTC

What is NAIRU and How It Shapes Fed Policy

NAIRU — the Non-Accelerating Inflation Rate of Unemployment — is the invisible anchor behind every Fed rate decision. This guide explains what NAIRU is, how the Fed uses it to balance its dual mandate, and why uncertainty about the equilibrium unemployment rate is one of the biggest drivers of USD volatility around payroll and inflation releases.

Reference
Research 2026-04-21 10:00 UTC

Sight Deposits and CHF Intervention Signals

SNB sight deposits are the most transparent real-time proxy for CHF intervention available to FX markets. Each week the Swiss National Bank publishes the total held by domestic banks — a number that rises sharply when the SNB is buying foreign currency to weaken the franc and falls when it is selling. This guide explains how to read the series, what thresholds matter, and how CHF traders combine it with FX reserves, the balance sheet, and the policy rate to build a complete intervention risk framework.

Reference
Research 2026-04-21 08:00 UTC

Gold vs. Real Yields: Why TIPS Are Pressuring Gold Again in June 2026

Gold's inverse relationship with US TIPS real yields is back in focus. This June 2026 refresh explains why rising 10-year real yields, firm nominal Treasury yields, and softer China-linked gold demand have shifted the signal from tailwind to pressure.

Reference
Research 2026-04-17 06:00 UTC

Bank of Korea: Rate Cycle, Inflation Reset, and the USD/KRW Outlook

The Bank of Korea hiked to a 15-year high of 3.50% to tame post-pandemic inflation, then began cutting carefully as CPI converged back toward its 2% target. This analysis maps the full BOK rate cycle, unpacks Korea's sticky household-debt constraint, the semiconductor export recovery, and what to watch on USD/KRW heading into the second half of 2026.

Reference
Research 2026-04-14 12:00 UTC

COT Reports Explained: What They Are and Why FX Traders Watch Them

The CFTC Commitments of Traders report gives FX traders a weekly read on how the world’s largest speculative accounts are positioned in currency futures. This guide covers how the report works, how to identify crowded trades and positioning extremes, and how to access the underlying data via the FXMacroData API.

Reference
Research 2026-04-14 12:00 UTC

From CPI to PCE: The Inflation Indicators FX Traders Track and Why They Matter

A comprehensive guide to the seven families of inflation indicators covered by the FXMacroData API — headline CPI, core CPI, trimmed mean, PCE, PPI, breakeven rates, and inflation-linked bond yields — and how each moves FX markets.

Reference
Research 2026-04-14 11:30 UTC

Banco de México: Banxico’s Rate Cycle, Inflation, and the USD/MXN Outlook

Banxico hiked to 11.25% — a record high — and has been cutting carefully back toward neutral as inflation converges to the 3% target. This analysis covers the full rate cycle, Mexico’s sticky core inflation, the nearshoring structural story, USD/MXN drivers, and the political risk factors every peso trader needs to track.

Reference
Research 2026-04-14 11:15 UTC

The HKMA and the HKD Peg: Inside Hong Kong's Currency Board

The Hong Kong Monetary Authority does not set interest rates — it defends a peg. This deep-dive covers the Linked Exchange Rate System's 7.75–7.85 convertibility band, the automatic HKMA base rate formula that mirrors the Fed, the aggregate balance and HIBOR dynamics, and what the China factor means for USD/HKD traders.

Reference
Research 2026-04-14 11:00 UTC

The Monetary Authority of Singapore: Exchange Rate Policy and the SGD

Unlike most central banks, the MAS steers Singapore’s economy through the exchange rate, not an interest rate. This guide explains the S$NEER band mechanism, traces the five-step 2022 tightening cycle, and maps the CPI, NEER, SORA, and GDP signals that drive SGD positioning.

Reference
Research 2026-04-14 10:00 UTC

Brazil's Central Bank and the SELIC Cycle: What BRL Traders Need to Know

A deep-dive into the Banco Central do Brasil's SELIC rate cycle, IPCA inflation dynamics, real interest rates, and the commodity linkage that makes BRL one of the most complex — and rewarding — carry trades in emerging markets.

Reference
Research 2026-04-14 10:00 UTC

Danmarks Nationalbank and the DKK: Inside the Euro Peg

A deep look at how Danmarks Nationalbank maintains the EUR/DKK peg, why the CD rate follows the ECB, and how to monitor Denmark's full macro picture — policy rate, inflation, unemployment, trade balance, and GDP — using the FXMacroData API.

Reference
Research 2026-04-14 10:00 UTC

The Riksbank Decoded: How Sweden’s Central Bank Shapes the Krona

Sweden’s Riksbank completed a full rate cycle — from zero to 4% and back to 1.75% — in under three years, making the krona the best-performing G10 currency of 2025. This analysis traces the full policy path, maps KPIF inflation against the 2% target, and shows how EUR/SEK and USD/SEK respond to the Riksbank–ECB rate differential.

Reference
Research 2026-04-14 09:00 UTC

Narodowy Bank Polski: Key Indicators & API Data Guide

A comprehensive guide to the Narodowy Bank Polski (NBP), covering its monetary policy mandate, key macroeconomic indicators — from the NBP Reference Rate and CPI to GDP, labour market data, trade flows, and retail sales — and how to access all PLN data in real time via the FXMacroData API.

Reference
Research 2026-04-14 08:00 UTC

The People's Bank of China: Easing Into the Storm

The PBoC is executing its most aggressive easing cycle since 2008 — yet the yuan is strengthening and gold reserves are at record highs. A data-driven breakdown of deflation risk, LPR cuts, USD/CNY dynamics, and what it means for FX traders.

Reference
Research 2026-04-10 12:00 UTC

FXMacroData vs. Trading Economics: Pricing, API Access, and FX Workflow Fit

A visual buyer guide comparing FXMacroData and Trading Economics on price, country breadth, release timing, dashboards, API access, and which platform fits FX traders and quant teams better.

Reference
Research 2026-03-03 06:28 UTC

Australian Bureau of Statistics: Key Economic Indicators for AUD Traders

The Australian Bureau of Statistics (ABS) is Australia's national statistical authority, publishing the inflation, labour force, GDP, trade, and wages data that drive RBA decisions and AUD exchange rates. This guide explains what each ABS release measures, why it matters for macro traders, and how to access the full data suite programmatically.

Reference
Explainer 2026-02-27 10:00 UTC

Labor Statistics and FX Trading: Unemployment, Employment, and Participation Explained

Labor market data — unemployment rate, total employment, full-time vs part-time jobs, and the participation rate — is among the most market-moving economic information released each month. This guide explains what each indicator measures, why the relationships between them matter, and how FX traders use the full labor data suite to front-run central bank decisions.

Reference
Explainer 2026-02-27 09:40 UTC

Government Bond Yields and Forex: Why the Yield Curve Moves Currencies

Government bond yield differentials are one of the most reliable leading indicators in FX markets. This article explains how yield spreads, curve shape, and real yields drive currency flows — from the USD/JPY carry trade to breakeven inflation signals — and how to track them via the FXMacroData API.

Reference
Research 2026-02-27 09:20 UTC

Why Announcement Timing Matters: Second-Level Precision in Economic Data

Markets react to economic releases at the moment of announcement — not at the end of the reference period. Discover why using precise announcement datetimes at second-level granularity is essential for backtesting, event studies, and any FX strategy built around macro data releases.

Reference
Explainer 2026-02-27 09:00 UTC

Real vs Nominal: Why the Rate You See Isn't the Rate That Moves Markets

Central banks publish one number — but traders need two. This article explains the difference between nominal and real interest rates, shows how to compute real rates from policy rate and inflation data, and illustrates the dramatic real-rate cycles of 2020–24 across USD, GBP, AUD, NZD, and CHF.

Reference
Research 2026-02-27 08:40 UTC

Bank of Canada: Key Indicators & API Data Guide

A comprehensive guide to the Bank of Canada (BoC), covering its monetary policy mandate, key macroeconomic indicators — from the Overnight Rate and CORRA to Canadian CPI, labour market data, monthly GDP, and Government of Canada bond yields — and how to access all BoC data in real time via the FXMacroData API.

Reference
Research 2026-02-27 08:20 UTC

Bank of Japan: Key Indicators & API Data Guide

A comprehensive guide to the Bank of Japan (BOJ), covering its monetary policy mandate, key macroeconomic indicators — from the policy rate and TONAR to Japan's CPI, wage dynamics, and the full JGB yield curve — and how to access all BOJ data in real time via the FXMacroData API.

Reference
Research 2026-02-27 08:00 UTC

Reserve Bank of New Zealand: Key Indicators & API Data Guide

A comprehensive guide to the Reserve Bank of New Zealand (RBNZ), covering its monetary policy mandate, key macroeconomic indicators — from the Official Cash Rate (OCR) and CPI to labour market data, bond yields, and money supply — and how to access all RBNZ data in real time via the FXMacroData API.

Reference
Research 2026-02-26 10:00 UTC

Swiss National Bank: Key Indicators & API Data Guide

A comprehensive guide to the Swiss National Bank (SNB), covering its monetary policy mandate, key macroeconomic indicators — from the SNB policy rate and SARON to Swiss CPI, sight deposits, bond yields, and the SNB balance sheet — and how to access all SNB data in real time via the FXMacroData API.

Reference
Research 2026-02-26 09:30 UTC

Bank of England: Key Indicators & API Data Guide

A comprehensive guide to the Bank of England (BoE), covering its monetary policy mandate, key macroeconomic indicators — from the Bank Rate and SONIA to UK CPI, labour market data, and Gilt yields — and how to access all BoE data in real time via the FXMacroData API.

Reference
Research 2026-02-26 09:00 UTC

US Federal Reserve: Key Indicators & API Data Guide

A comprehensive guide to the US Federal Reserve, covering its dual mandate, key macroeconomic indicators — from the federal funds rate and Core PCE to NFP, Treasury yields, and the breakeven inflation rate — and how to access all Fed data in real time via the FXMacroData API.

Reference
Research 2026-02-26 08:30 UTC

European Central Bank: Key Indicators & API Data Guide

A comprehensive guide to the European Central Bank (ECB), covering its monetary policy mandate, key macroeconomic indicators — from the deposit facility rate and HICP inflation to trade flows and euro-area bond yields — and how to access all ECB data in real time via the FXMacroData API.

Reference
Research 2026-02-26 08:00 UTC

Reserve Bank of Australia: Key Indicators & API Data Guide

A comprehensive guide to the Reserve Bank of Australia (RBA), covering its monetary policy mandate, key macroeconomic indicators — from the cash rate and CPI to labor market and bond yields — and how to access all RBA data in real time via the FXMacroData API.

Reference
Explainer 2025-12-04 15:05 UTC

Modeling FX Carry Trades: Price Action and Rate Differentials

A deep dive into how cost of carry (the interest rate differential) acts as a persistent structural force in FX pairs like AUD/USD, EUR/USD, and AUD/EUR. Essential reading for modeling forward pricing and capital flow dynamics.

Reference

Write For Us

Have an article or article idea?

We welcome article submissions and ideas for the FXMacroData library. Send your pitch or draft to [email protected].

Submit by email