Project Goal: To design, build, and deploy an end-to-end big data pipeline that ingests live Twitter data, performs real-time sentiment analysis and trend detection, and visualizes the results on a ...

Abstract: To tackle the challenge of data diversity in sentiment analysis and improve the accuracy and generalization ability of sentiment analysis, this study first cleans, denoises, and standardizes ...

Consumer sentiment rose to its highest level this month since September 2025, although it remains at historically low levels. Consumer sentiment rose to 54, up from 52.9 in December 2025, according to ...

Early signs point to a paradigm shift in how businesses use static dashboard reporting as their primary source of business intelligence (BI) and whether or not these types of systems will continue to ...

The headline University of Michigan (UM) consumer sentiment index ticked up to 53.3 in early December 2025, from 51.0 in November. Inflation expectations among households fell: the expected rate over ...

American households felt a bit better about the economy in December compared with the previous month, according to a monthly index of consumer sentiment from the University of Michigan. A preliminary ...

Friday came the data from the University of Michigan’s Surveys of Consumers. November 2025 data. The overall index of consumer sentiment fell from 53.6 in October to 51.0. November 2024 it was 71.8, a ...

Wherever consumer sentiment goes, consumer spending usually goes too. They're like buddies that do everything together. Consumer sentiment wants a hair cut, its buddy consumer spending does too. But ...

U.S. consumer sentiment fell in November to one of its lowest points as Americans head into the holiday season and prepare for Black Friday, a monthly survey found. The University of Michigan Surveys ...

Major policy shifts this year have been adding to unknowns about the future and policy decisions, according to our World Uncertainty Index, which has doubled since January. Uncertainty has surged to ...

The Michigan Consumer Sentiment Index fell 3.3 points (-6.2%) to 50.3 this month. This reading makes the November figure the second-lowest sentiment reading of all-time, only trailing the record low ...