Restaurant Sentiment Crashers Prime in Massachusetts, US

--Distressed Restaurants with Verified Decline-- Established, well-reviewed restaurants now experiencing a sharp and confirmed drop in 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 restaurant (no large chains), confirmed active with 100+ total reviews and an "Active Heartbeat" signal within the last 90 days. Each restaurant in this dataset has at least one verified and contactable email address.

Total Records: 654
Location Type: State
Last Updated (weekly): 5/6/2026
Format:
CSV JSON Parquet
Six months of updates included
Get This Dataset $1,495 - $4,495
→

654

Total Businesses

Within this dataset

4.3

Experience Level

100.0% with experience data

335.3K

Satisfaction Sentiments

513 avg per business

100.0%

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

Loading map...

Neighborhood Density

Business distribution by area

H3 Competition Map

Interactive hex-level density and beam score view

Loading H3 map...

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

4.35 ★

Reviews Overview

Customer review metrics

335K

Satisfaction Sentiments

Across all businesses

513

Avg per Business

Median: 420

100%

Has Rating

654 businesses

89%

High Rated

4+ stars

Sentiment Trend

Customer sentiment over time

↘ 87.8%

Review Activity

Reviews received by period

1.6K/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

18.2M

Total Followers

Instagram
Followers6.6M
Accounts505
Posts351.8K
Eng. Rate7.3%
TikTok
Followers11.6M
Accounts314
Hearts295.8M
Eng. Rate4.8%

Engagement Rate Trends

Platform engagement over time

Top Influencer Tiers

Follower concentration by tier

Top 1013.7M
IG: 3.8M
TT: 10.0M
Top 10017.3M
IG: 5.8M
TT: 11.6M
Instagram
TikTok

Social Presence

Platform penetration %

Facebook
96%
Instagram
77%
Twitter
54%
LinkedIn
56%
TikTok
48%
YouTube
21%

Content Volume

Total content created

Instagram Posts

351.8K

AVG

706

TikTok Videos

49.3K

AVG

163

TikTok Hearts

295.8M

AVG

979.4K

Total Content401.1K

Contact Availability

Business contact data coverage

99%

Website

99%

Social

83%

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

12percentile
050100

Beam Scores

Quality metrics breakdown

Rating ScoreOverall rating quality
87%
Rating HealthRating trend stability
84%
Social PresenceSocial media activity
72%
Data CompletenessProfile data coverage
89%
Review ConfidenceReview authenticity
87%

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%
Borough47.3%
Street Address99.8%
Postal Code100.0%
City Boundary95.4%
Neighborhood39.1%

Contact Coverage

Business contact availability

Website
98.8%
Social Media
98.8%
Email
83.5%
Phone
98.5%
Has Sentiment Data
100.0%
Location Verified
99.7%

Social Platform Coverage

Facebook96.0%
Instagram77.2%
LinkedIn56.0%
Twitter/X53.8%
TikTok48.0%
YouTube20.6%

Similar datasets

Dataset
Location
Industry
Businesses
Exp. Level
Trend
Beam Score
100.0%

All Restaurants in Massachusetts, US

Statewide restaurant dataset covering all active listings across Massachusetts. Filtered by the Restaurants category group, this state-level export provides the broadest geographic coverage for market analysis. Includes business profiles, ratings, reviews, competitive rankings, and contact information. Refreshed weekly.

Massachusetts
Restaurants
16.4K
4.2
↓
85%
View →
100.0%

All Restaurants in Greater Boston Area (Metro), MA-NH, US

Metro-wide restaurant dataset for the Greater Boston area including Cambridge and Newton. Captures New England's premier dining market, filtered by the Restaurants category group. Features verified business profiles, review sentiment, competitive rankings, and contact details. Refreshed weekly.

Boston, MA-NH
Restaurants
11.0K
4.2
↓
85%
View →
100.0%

All New Restaurant Domains in the USA (< 90 days)

The Startup List. Businesses that registered their website domain < 90 Days ago. Nation wide coverage. They are in the "Setup Phase"—need everything (Payroll, Insurance, SEO).

United States
Restaurants
5.0K
4.5
↓
89%
View →
100.0%

Restaurant Verified Email Access in Massachusetts, US

--Reach Independent Inboxes-- Weekly verified, high-deliverability emails. Only for established, independent restaurants (or micro-chains) – large chain enterprises excluded. Weekly email verification and detailed analysis via our proprietary infrastructure. Business activity validated by an "Active Heartbeat" signal.

Massachusetts
Restaurants
4.8K
4.4
↓
87%
View →

Ready to get started?

Join our newsletter to get the latest updates on new verified business datasets.