Independent Restaurants Experiencing a 30%+ Crash in Foot Traffic & Sentiment This Quarter in Massachusetts

--Distressed Venues with Verified Decline-- Established, well-reviewed restaurants, bars, and cafes now experiencing a sharp and confirmed drop in Transaction Velocity & Customer Sentiment. These are previously high-performing venues where the 360-day sentiment was strong, but 90-day sentiment has crashed by 30%+. That's a leading indicator of operational trouble, ownership fatigue, or market-ready distress. Every listing is an independent hospitality and food & beverage location (no nation-wide chains), confirmed active with 100+ total reviews and an "Active Heartbeat" signal within the last 90 days.

Total Records: 935
Location Type: State
Last Updated (weekly): 4/30/2026
Format:
CSV JSON Parquet
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935

Total Businesses

Within this dataset

4.4

Experience Level

100.0% with experience data

597.7K

Satisfaction Sentiments

639 avg per business

99.8%

Data Freshness

Updated in last 30 days

Geographic Intelligence

Explore the geographic distribution. Understand neighborhood density and business concentration to identify prime locations and underserved areas.

City Overview

Regional location of dataset

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Neighborhood Density

Business distribution by area

H3 Competition Map

Interactive hex-level density and beam score view

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Market Landscape

Understand the competitive structure scene. Explore category distribution, pricing strategies, and market composition to identify opportunities and gaps.

Market Composition

Category market share

Top Categories

By venue count

Price Distribution

By price tier

Experience Level & Sentiment

Gauge customer satisfaction through ratings, reviews, and sentiment analysis. Track how experiences are trending over time to benchmark performance against market standards.

Rating Distribution

Star ratings breakdown

4.39 ★

Reviews Overview

Customer review metrics

598K

Satisfaction Sentiments

Across all businesses

639

Avg per Business

Median: 572

100%

Has Rating

935 businesses

92%

High Rated

4+ stars

Sentiment Trend

Customer sentiment over time

↘ 64.7%

Review Activity

Reviews received by period

310/30d

Digital & Social Presence

Analyze the digital footprint across social platforms. Understand follower reach, engagement patterns, content volume, and influencer concentration.

Social Reach

Platform comparison

19.6M

Total Followers

Instagram
Followers14.2M
Accounts648
Posts501.1K
Eng. Rate5.5%
TikTok
Followers5.3M
Accounts360
Hearts86.6M
Eng. Rate3.9%

Engagement Rate Trends

Platform engagement over time

Top Influencer Tiers

Follower concentration by tier

Top 1011.4M
IG: 7.3M
TT: 4.1M
Top 10017.6M
IG: 12.3M
TT: 5.2M
Instagram
TikTok

Social Presence

Platform penetration %

Facebook
80%
Instagram
69%
Twitter
46%
LinkedIn
43%
TikTok
39%
YouTube
19%

Content Volume

Total content created

Instagram Posts

501.1K

AVG

784

TikTok Videos

49.2K

AVG

147

TikTok Hearts

86.6M

AVG

256.1K

Total Content550.3K

Contact Availability

Business contact data coverage

96%

Website

100%

Social

53%

Email

98%

Phone

Beam Competitive Analysis

Analyze competitive density and market positioning. Understand how businesses rank against competitors and identify market opportunities.

Competitor Density

Avg competitors within 2km

Popularity Index

Market position percentile

32percentile
050100

Beam Scores

Quality metrics breakdown

Rating ScoreOverall rating quality
88%
Rating HealthRating trend stability
85%
Social PresenceSocial media activity
62%
Data CompletenessProfile data coverage
80%
Review ConfidenceReview authenticity
90%

Data Quality & Coverage

Ensure data reliability with comprehensive quality metrics. Track data freshness, address verification rates, and completeness scores to maintain confidence in your insights.

Location Data

Geographic data completeness

City100.0%
State100.0%
Borough51.4%
Street Address99.9%
Postal Code99.9%
City Boundary96.3%
Neighborhood42.0%

Contact Coverage

Business contact availability

Website
95.9%
Social Media
100.0%
Email
52.6%
Phone
98.3%
Has Sentiment Data
100.0%
Location Verified
99.9%

Social Platform Coverage

Facebook80.1%
Instagram69.3%
Twitter/X46.4%
LinkedIn43.3%
TikTok38.5%
YouTube18.8%

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