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US inflation expectations signals (Michigan 1y, anchoring gauges, anomalies)

Value-added inflation-expectations signals derived from FRED's free University of Michigan Surveys of Consumers 1-year-ahead inflation expectation (monthly, 1978 -> present): the expectations companion to realized-inflation signals. Each row carries change volatility, 3-month momentum, 12-month change (pp), a trailing-1y expectations z-score, an above-Fed-target flag, a de-anchoring flag (12m average > 3%), 3-sigma anomaly flags and naive-drift 1-month forecasts. All computation is local pandas/numpy; no paid models or APIs.

Source: US Inflation Expectations Signals (derived)583 rowsUpdated: 9/22/2026
inflationexpectationsconsumermonetary-policyvolatilitymomentumanomaly-detectionforecastingsignalsfred

Quality

99.8

Attribution

University of Michigan Surveys of Consumers via FRED; derived signals by Frontier Data Hub

Schema

ColumnTypeDescription
datestringObservation date (FRED API field date; YYYY-MM-DD; monthly, first of month).
countrystring
country_codestring
series_idstringFRED series ID: MICH (University of Michigan 1-year-ahead inflation expectation); resolves to the series page at https://fred.stlouisfed.org/series/MICH.
series_labelstringOfficial FRED series title as published for the series.
valuefloat1-year-ahead expected inflation as reported by the University of Michigan Surveys of Consumers (percent); see the series notes for methodology and revisions.
volatility_30dfloat
momentum_3mfloat
yoy_change_pctfloat
expect_z_1yfloat
above_target_flaginteger
deanchored_flaginteger
anomaly_flaginteger
forecast_1mfloat

Sample rows

datecountrycountry_codeseries_idseries_labelvaluevolatility_30dmomentum_3myoy_change_pctexpect_z_1yabove_target_flagdeanchored_flaganomaly_flagforecast_1m
1978-01-01United StatesUSAMICHUniversity of Michigan: Inflation Expectation5.2100
1978-02-01United StatesUSAMICHUniversity of Michigan: Inflation Expectation6.4100
1978-03-01United StatesUSAMICHUniversity of Michigan: Inflation Expectation6.3100
1978-04-01United StatesUSAMICHUniversity of Michigan: Inflation Expectation6.71.5100
1978-05-01United StatesUSAMICHUniversity of Michigan: Inflation Expectation6.90.5100

Download sample data

Download the full sample snapshot for this dataset (sample rows, not the complete dataset).

Use with an LLM

Point any LLM at the metadata endpoint — the documentation above is machine-readable too (JSON-LD + Croissant).

cURL

curl "https://datazimuts.com/v1/datasets/inflation_expect_signals/us_inflation_expectations_signals" | jq '{title, rows, columns_count, license}'

Python

import requests

ds = requests.get("https://datazimuts.com/v1/datasets/inflation_expect_signals/us_inflation_expectations_signals").json()
print(ds["title"], ds["rows"], "rows")

# Sample rows for an LLM context window
for row in ds.get("sample_rows", [])[:5]:
    print(row)

API endpoint: https://datazimuts.com/v1/datasets/inflation_expect_signals/us_inflation_expectations_signals

Tip: fetch /llms.txt for the full machine-readable catalog.