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emailmarketingdataset/pennsylvania-business-dataset

Pennsylvania Business Email List — Market Intelligence Dataset 1,720,000 verified Pennsylvania, USA contacts are available from LeadsBlue →. This open dataset provides the aggregate market intelligence behind that database — contact volume, benchmark open/reply rates, send timing, and compliance for the Pennsylvania, USA segment. At a glance: This dataset provides aggregated market-intelligence on the Pennsylvania Business Email List segment — real business-population… See the full description on the dataset page: https://huggingface.co/datasets/emailmarketingdataset/pennsylvania-business-dataset.

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Dataset Card

Pennsylvania Business Email List — Market Intelligence Dataset

1,720,000 verified Pennsylvania, USA contacts are available from [LeadsBlue →](https://leadsblue.com/leads/usa-state-pennsylvania-business-email-leads-database/). This open dataset provides the aggregate market intelligence behind that database — contact volume, benchmark open/reply rates, send timing, and compliance for the Pennsylvania, USA segment.
At a glance: This dataset provides aggregated market-intelligence on the Pennsylvania Business Email List segment — real business-population statistics, cold-email performance benchmarks, and compliance context compiled by LeadsBlue Research.

Key figures

MetricValue
Verified contacts in segment1,720,000
Typical email open rate18-26%
Typical email reply rate3-7%
Best send daysTuesday, Wednesday, Thursday
Best send time (local)08:00-10:00 ET
GeographyPennsylvania, USA
Industry verticals benchmarked14
LicenseCC BY 4.0
📥 Get the full Pennsylvania Business Email List — individual verified business records, ready to use: [Download from LeadsBlue →](https://leadsblue.com/leads/usa-state-pennsylvania-business-email-leads-database/)

Market overview

Pennsylvania is part of the United States B2B market with 1,720,000 verified business contacts in LeadsBlue's database. Businesses in Pennsylvania operate under US federal CAN-SPAM rules, which permit B2B cold email without prior consent provided messages include accurate headers, a valid physical address, and a working opt-out. The figures below use US national benchmarks applied to the Pennsylvania segment.

The US B2B market is the largest and most data-dense in the world, with over 33 million registered businesses spanning every industry vertical. Technology dominates the coasts — Silicon Valley, Seattle, and New York City — while manufacturing holds the Midwest (Michigan, Ohio, Illinois), energy anchors Texas, healthcare clusters in Boston and Nashville, and financial services concentrate in New York and Charlotte. Decision-making speed is faster than any other major market: US executives are accustomed to cold outreach and respond within the same decision cycle that takes weeks in European or Asian equivalents.

Primary business hubs: New York City, San Francisco Bay Area, Austin, Chicago, Boston.

Outreach benchmarks & strategy

US B2B cold email runs on volume and cadence. A 7-touch sequence over 21 days is standard — American SDR culture expects and accepts follow-ups in a way that European markets do not. Lead with a single, specific claim relevant to their role and company size, use social proof from recognizable US brands in their vertical, and make the ask clear in the first email rather than building to it. Subject lines with a direct question or specific number (stat, dollar amount, time frame) consistently outperform curiosity-gap or clever subject lines in US B2B contexts.

Files in this dataset

FileContents
data/market_overview.csvSegment-level metrics: contact volume, benchmark rates, send timing
data/industry_benchmarks.csvOpen/reply benchmarks across 14 industry verticals
data/compliance.csvRegulatory framework, business culture, decision-maker profile, hubs

Methodology

Figures are aggregated and anonymized from LeadsBlue's verified contact operations and public business-registry baselines. No personal records are included in this dataset — only segment-level statistics.

How to cite

LeadsBlue Research. (2026). Pennsylvania Business Email List — Market Intelligence Dataset. Derived from the B2B Cold Email Benchmark Report 2026 (https://doi.org/10.5281/zenodo.20136256). CC BY 4.0. Source: https://leadsblue.com
bibtex
@dataset{leadsblue_pennsylvania_business_dataset_2026,
  author    = {Johnson, Luther},
  title     = {Pennsylvania Business Email List -- Market Intelligence Dataset},
  year      = {2026},
  publisher = {LeadsBlue Research},
  doi       = {10.5281/zenodo.20136256},
  url       = {https://leadsblue.com/leads/usa-state-pennsylvania-business-email-leads-database/}
}

Source & full dataset

This aggregate dataset is published by [LeadsBlue Research](https://leadsblue.com). The full verified business email list — with individual business contact records — is available at [Pennsylvania Business Email List](https://leadsblue.com/leads/usa-state-pennsylvania-business-email-leads-database/).

Related resources: Benchmark report (Zenodo) · Research hub · Interactive tools

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