History · 3 years
Overview · Outlook index · updated daily
About the PMI Trend Recession Sentiment
AI-based analysis of PMI data interpretation and manufacturing sentiment - tracking how industrial activity trends translate into recession risk narratives and growth expectations.
Macro sentiment indicators capture the aggregate narrative bias across economic data releases, not just individual prints. A rising Awareness score alongside deteriorating Sentiment is a classic recession-fear signal. These indicators are best used to track how quickly markets are repricing macro risk, rather than to predict the data itself.
Key drivers
- PMI composite readings (manufacturing + services)
- Consumer confidence surveys (Conference Board, UoM)
- Retail sales and personal spending data
- Leading economic indicators (LEI)
- Labor market health (jobless claims, JOLTS)
Reading the Outlook scale
- 0-20Now · 4Deeply PessimisticCoverage dominated by risk-aversion signals; narrative heavily skewed toward pessimistic conditions.
- 21-40PessimisticBelow-neutral conditions with cautious market positioning; optimism subdued relative to the 30-day baseline.
- 41-60NeutralBalanced coverage with no clear directional bias. Market is in a wait-and-see posture, awaiting a catalyst.
- 61-80OptimisticPositive momentum building in the narrative; coverage tilting toward optimistic catalysts and upside scenarios.
- 81-100Highly OptimisticElevated risk of mean-reversion. Watch for sentiment exhaustion signals and divergence from the Awareness score.
How to use this index
- Use the Outlook score to gauge the prevailing narrative bias for PMI Trends at a glance.
- The Awareness score flags unusual spikes in coverage - early-warning signals that often precede price moves.
- Extreme readings (0-20 or 81-100) historically mark periods of heightened volatility and potential reversals.
- Compare across related topics to find cross-asset divergences and correlation breakdowns.
- Pro subscribers can view 3 years of history to calibrate thresholds against past market regimes.
This index is frequently referenced alongside pmi trends, manufacturing sentiment, ai economic sentiment, internet macro indicators, alternative data economy - helping traders and analysts track PMI Trends outlook shifts in real time.
Latest news
PMI Trends in the news
The headlines feeding this index, newest first.
India banking data and flash PMI on growth outlook
India’s banking data and flash PMI will tell investors whether the economy is still running hot enough to support earnings, or whether higher rates and global shocks are finally starting to bite.
Read moreRupee Weakness Pressures India Inflation and Earnings
The rupee is under renewed pressure, and that matters because currency weakness is now feeding directly into inflation, capital flows and earnings expectations for India’s markets.
Read morePMI updates PMP for AI and leadership skills
Project Management Institute’s refreshed PMP certification is aimed at a bigger economic problem than a simple exam update: companies need project leaders who can convert AI investment, infrastructure spending and digital transformation plans into delivered results.
Read moreIndonesia expands migrant worker training for overseas jobs
Indonesia is aiming to send hundreds of thousands of skilled migrant workers abroad by 2029, and the real economic story is bigger than labor exports: Jakarta is trying to turn vocational schools into a pipeline for higher-paying jobs in aging rich countries.
Read moreIndian shares edge higher as oil falls and IT lags
Indian shares inched higher in cautious trade on Friday as falling oil prices and lower bond yields gave investors a little breathing room, while IT stocks lagged after a fresh bout of weakness in Tata group names and mixed signals from global chip demand.
Read moreRemittances, Western Union, Visa and Mastercard
Remittances are emerging as one of the more resilient cross-border cash flows in the global economy, and the latest discussion around WWB-KP2MI’s assessment underscores why that matters for banks, payments networks and the countries that depend on the money.
Read moreIndonesia migrant workers shift to rural development
Indonesia’s migrant-worker agency is trying to shift the country’s overseas labor model from pure remittance dependence to a broader rural development engine, a move that could turn returning workers into small-business founders, investors and job creators in their home villages.
Read moreTati Purwanti Sells Cirebon Porridge in Taipei
Tati Purwanti’s success selling Cirebon porridge in Taipei is more than a feel-good migrant story. It is a reminder that even small, community-rooted food businesses can become durable income streams for former migrant workers when they tap into nostalgia, ethnic demand and low startup costs.
Read moreRiau Islands Police Foil Migrant Worker Smuggling
Riau Islands police said they foiled several attempts to send Indonesian migrant workers to Malaysia outside official procedures through Batam, underscoring a persistent labor-trafficking channel that exposes workers to exploitation and deprives the state of oversight and fees.
Read moreBRI expands BRImo Taiwan remittance banking
BRI’s push into Taiwan is turning a migrant-worker corridor into a meaningful digital-banking franchise, with its BRImo Taiwan service winning a 2026 Indonesian innovation award as remittances from Indonesian workers in Taiwan surged to about $2.97 billion in 2025.
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Methodology
How the index is built
Data sources, scoring and update cadence, in plain terms.
What is the PMI Trends index?
AI-based analysis of PMI data interpretation and manufacturing sentiment - tracking how industrial activity trends translate into recession risk narratives and growth expectations.
How is the PMI Trends index calculated?
The PMI Trends index is derived from AI-powered NLP analysis of thousands of online news sources, blogs, and financial commentary. Sentiment scores range from 0 (Deeply Pessimistic) to 100 (Highly Optimistic), where 50 represents neutral conditions. Awareness scores capture the volume and breadth of coverage for this topic across the media landscape.
How often is the PMI Trends index updated?
The underlying data pipeline runs once per day. However, the gauge and score displayed on this page reflect a processed snapshot that may be 3–24 hours behind real-time, depending on the topic's update cadence and how quickly new data clears the processing pipeline. The exact timestamp of the data shown is visible in the gauge footer - hover the info icon to see it in your local time.
Why does the gauge show data from a few hours ago?
The gauge reflects a processed data snapshot, not a live feed. Depending on the topic, displayed values can be 3–24 hours behind real-time - fast-moving topics (crypto, equities) update more frequently, while slower-cycle topics (macro, real estate, geopolitics) may have a longer lag. The precise data timestamp is always visible in the gauge footer: hover the info icon to see it in your local time.
Why use sentiment analysis?
Sentiment uses natural language processing to analyze and quantify investors' opinions, which is different from traditional indicators like volatility (VIX), volume, or price trends. This gives you an edge over others who rely solely on price-based data.
How to interpret the figures?
The gauges show the latest indicator percentiles for the last two quarters. Values above 50 mean an upward trend, while below 50 means a downward trend. A reading above 70% signals greed, and below 30% signals fear. When price and sentiment trends diverge, it's a strong sign the trend will continue.
What does awareness represent?
Besides sentiment, we also provide a measurement of awareness - an indicator of media activity expressed as a ratio of topic-dedicated data compared to the total. Values over 50 indicate an increasing media trend and growing investors' interest; less than 50 signals decreasing attention.
What is sentiment analysis and why measure it?
Sentiment analysis is a way to determine whether a piece of text is positive, negative, or neutral. It helps understand how people feel about a topic or product, which is very important for investment, revenue management, and gauging public opinion. It adds important data points to the decision process and is valuable input for many statistical and AI models.
What are some of the key data characteristics?
Raw signals are gathered from proprietary sources covering over 50,000 outlets and ingested every 15 minutes. Processed gauge readings are derived from these signals but are displayed with a delay of 3–24 hours depending on the topic - the exact data timestamp is always shown in the gauge footer. The platform includes 5 years of history, supports 72 languages, and processes over 1 million unique entries daily. Adalytica maintains over 99.5% uptime across all products and data services.
Who benefits the most from the sentiment data?
The products are widely used across various industries, including finance, real estate, cryptocurrency, commodities, and government. They provide tailored insights for tasks like tracking voter sentiment, optimizing investment strategies, or monitoring brand perception. We offer products that are tailored for both beginners and advanced data professionals.