Success.ai’s B2B Marketing Data and Contact Data for Global Marketing Leaders empowers businesses to connect with chief marketing officers (CMOs), marketing strategists, and industry decision-makers worldwide. With access to over 170M verified profiles, including work emails and direct phone numbers, this dataset ensures your outreach efforts reach the right audience effectively.

Our AI-powered platform continuously updates and validates contact data to maintain 99% accuracy, providing actionable insights for marketing campaigns, sales strategies, and recruitment initiatives. Whether you’re targeting CMOs in Fortune 500 companies or strategists in innovative startups, Success.ai delivers reliable data tailored to meet your business goals.

Key Features of Success.ai’s Marketing Leader Contact Data - Comprehensive Coverage Across the Marketing Industry Access profiles for marketing leaders across diverse industries and regions:

Chief Marketing Officers (CMOs): Decision-makers shaping global marketing strategies. Marketing Strategists: Experts driving innovative campaigns and business growth. Digital Marketing Heads: Leaders overseeing digital transformation initiatives. Brand Managers: Professionals managing brand identity and outreach efforts. Content and SEO Specialists: Key contributors to content strategy and visibility.

• Verified Accuracy with Continuous Updates

AI-Validated Accuracy: Industry-leading AI technology ensures every contact detail is verified. Real-Time Profile Updates: Data is continuously refreshed to reflect the most current information. Reliable Engagement: Minimized bounce rates for seamless communication with decision-makers.

• Tailored Data Delivery Options Choose the delivery method that aligns with your operational requirements:

API Integration: Seamlessly integrate contact data into your CRM or marketing platforms. Custom Flat Files: Receive datasets customized to your specifications, ready for immediate use.

Why Choose Success.ai for Marketing Data?

• Best Price Guarantee We provide the most competitive pricing in the industry, ensuring the best value for global, verified contact data.

• Global Compliance and Ethical Practices Our data collection and processing adhere to strict compliance standards, including GDPR, CCPA, and other regional data regulations, ensuring ethical and secure usage.

• Strategic Advantages for Your Business

  Precise Marketing Campaigns: Create highly targeted campaigns that resonate with marketing leaders. Effective Sales Outreach: Accelerate sales processes with direct access to CMOs and strategists. Recruitment Efficiency: Source top-tier marketing talent with verified contact data. Market Intelligence: Leverage enriched data insights to understand industry trends and optimize strategies. Partnership Development: Build and nurture relationships with influential marketing professionals.

• Data Highlights 170M+ Verified Professional Profiles 50M Work Emails 700M Global Professional Profiles 70M Verified Company Profiles

Key APIs for Enhanced Functionality

• Enrichment API Keep your contact database updated with real-time enrichment capabilities, ensuring relevance for dynamic outreach efforts.

• Lead Generation API Maximize your lead generation campaigns with accurate, verified data, including contact information for global marketing leaders. Our API supports up to 860,000 API calls per day, enabling robust scalability for your business.

• Use Cases

1. Targeted Marketing Campaigns Reach CMOs and marketing strategists with personalized campaigns designed to deliver measurable ROI.

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• Unmatched Data Quality: AI-driven verification ensures 99% accuracy for all profiles. Comprehensive Reach: Covering marketing professionals across various industries and regions worldwide.
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Success.ai’s B2B Contact Data for Global Marketing Leaders is your ultimate solution for connecting with top-tier marketing professionals. From CMOs driving global strategies to strategists shaping impactful campaigns, our database ensures you reach the right audience to grow your business.

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Success.ai's B2C Contact Data for European IT professionals is a game-changing solution for businesses aiming to connect with key decision-makers in the IT sector. Our platform offers access to over 170 million verified profiles, meticulously curated to include vital details such as work emails, phone numbers, and professional profiles. This dataset is ideal for businesses looking to fuel their B2B marketing, recruitment, and sales strategies with actionable insights and unparalleled accuracy.

Key Features

1. Unparalleled Data Accuracy and Coverage Gain access to an extensive database with 170M+ profiles, including verified work emails and 50M+ phone numbers, tailored specifically to European IT professionals. Our database spans industries and regions across Europe, ensuring you have the most comprehensive and updated information for your outreach campaigns.

2. Real-Time Data Validation Stay ahead with data that is continuously updated for 99% accuracy, minimizing bounce rates and ensuring reliable connections with IT professionals. With 700M LinkedIn professional profiles globally, Success.ai provides unmatched access to tech experts and industry leaders.

3. Customizable Data Solutions Whether you need an API integration or a custom flat file, Success.ai tailors its offerings to meet your unique business needs. From B2B contact data and company profiles to small business contact solutions, our platform adapts seamlessly to various industries and workflows.

4. Ethical and Compliant Data Usage Success.ai operates with full compliance with GDPR and other international data standards. Our commitment to ethical data sourcing ensures secure, transparent, and responsible usage for all business purposes.

5. Advanced Technology Integration With powerful APIs like the Enrichment API and Lead Generation API, Success.ai enables seamless integration with your existing systems. These tools empower businesses to make data-driven decisions and optimize customer relationship management.

Why Choose Success.ai for European IT Professional Contact Data?

• Best Price Guarantee Success.ai offers competitive pricing for premium data solutions, ensuring you get the best value for a database covering millions of verified profiles.

• Strategic Use Cases

  B2B Marketing: Leverage verified email and phone data to craft precise marketing campaigns that resonate with IT professionals. Sales Outreach: Equip your sales team with accurate contact details to engage decision-makers effectively. Talent Recruitment: Streamline hiring processes by accessing up-to-date professional profiles in the European IT sector. Market Research: Gain insights into industry trends and demographic data for informed decision-making.

• Seamless Integration Our APIs allow you to connect directly to the data you need without cumbersome platform management. Conduct up to 860,000 API calls daily, making Success.ai ideal for enterprises with high-volume data requirements.

• Global Reach, Local Focus While Success.ai boasts global data coverage, this listing focuses on European IT professionals, ensuring localized insights and highly targeted outreach campaigns.

• Data Highlights 170M+ B2B Contact Profiles 50M Verified Phone Numbers 30M+ Company Profiles 70M Company LinkedIn Profiles 700M Global Professional Profiles

Key Use Cases:

• B2B Lead Generation: Accelerate your pipeline with highly targeted data tailored to European IT decision-makers.
• Customer Insights: Build robust personas and segment markets effectively using detailed demographic and geographic data.
• Recruitment Optimization: Tap into verified profiles to identify and attract top IT talent across Europe.
• Sales Enablement: Empower sales teams to make impactful connections with ready-to-engage leads.

Invest in success. With a commitment to precision, compliance, and affordability, Success.ai is the ultimate choice for businesses targeting European IT professionals. Whether you're scaling your marketing campaigns, enriching your CRM systems, or building strategic sales pipelines, our contact data solutions provide the competitive edge you need.

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Number of Businesses statistics on the Telemarketing & Call Centers industry in the US

• Marketing and Advertising Professionals
• Full Contact info for 2M+ US Business Contacts
• @500k US Companies
• LinkedIn Profile Data, Telemarketing Data
• Company & Personal locations
• Technographics and Firmographic
• B2B Contact Data
• Safe for you to Email - We Email Newsletters to the Data

In a global survey on telemarketing trends conducted in 2023, most respondents from India were open to answering telemarketing calls but later declined the offer. It was worth noting that of the ** markets surveyed, India was among the few where such calls actually led to a purchase, as indicated by ** percent of the respondents. Meanwhile, one in ** Indians had blocked telemarketing calls on their phone.

USA phone number data can be the best product for your business. We even need to consider anything that people will find appealing in this case. So, telemarketing, SMS marketing, etc might be a great strategy for seeking buyers’ attention. No other website can present you with this level of accuracy. Hence, you will significantly benefit from it. As such, people can create a customized contact library utilizing our data. The USA is a North American country with many potentials. Any type of business will expand here if you promote it well. And for better promotion campaigns, what could be better than this USA phone data?

Telemarketing and call centers have navigated a dynamic economic landscape in recent years, grappling with challenges and opportunities alike. The initial impact of the pandemic at the onset of the period led to a temporary dip in demand as businesses curbed outsourcing due to reduced consumer spending and corporate profit. However, quick transitions to remote operations and an improving economic landscape in the latter part of the period increased demand for the industry, specifically from the healthcare sector. There was an increase in demand for the industry’s services as consumers returned to traditional shopping and corporate profit soared, spurred by expansionary fiscal and monetary policies. This uptick, however, was only one side of the coin. Increasing inflationary pressures in 2022, driven by a massive jump in demand, forced businesses to tighten budgets, reducing spending on telemarketing and call center services. This caused revenue to drop significantly, with further challenges posed by rising interest rates and offshoring trends. The growing use of AI and automation spurred an influx of new entrants as smaller players were better able to compete with larger and established players, raising internal competition. While technological advancements like IVR and speech analytics have reduced costs and improved efficiency, the competition from global markets, particularly emerging economies, has diluted some of the industry's growth potential. Overall, revenue for telemarketing and call centers has inched downward at a CAGR of 0.1% to $28.1 billion over the past five years, including an expected increase of 3.6% in 2025 alone. Industry profit has climbed and will account for 13.4% of revenue in the current year. Looking ahead, providers are anticipated to benefit from stable economic growth and the continued expansion of online activities. Cooling inflation and reduced interest rates are expected to boost consumer spending and corporate investment, bolstering demand for telemarketing and call center services. Technological advancements will further enhance operational efficiency, although high wage costs will continue to challenge profit. The ongoing migration towards e-commerce will necessitate greater investment in call centers as companies look to better serve online customers. Despite the inherent challenges, the industry's capacity to leverage technological innovations and explore new geographical markets provides a promising outlook. Overall, revenue for telemarketing and call centers is forecast to expand at a CAGR of 3.7% to $33.6 billion over the five years to 2030.

Success.ai’s Phone Number Data offers direct access to over 50 million verified phone numbers for professionals worldwide, extracted from our expansive collection of 170 million profiles. This robust dataset includes work emails and key decision-maker profiles, making it an essential resource for companies aiming to enhance their communication strategies and outreach efficiency. Whether you're launching targeted marketing campaigns, setting up sales calls, or conducting market research, our phone number data ensures you're connected to the right professionals at the right time.

Why Choose Success.ai’s Phone Number Data?

Direct Communication: Reach out directly to professionals with verified phone numbers and work emails, ensuring your message gets to the right person without delay. Global Coverage: Our data spans across continents, providing phone numbers for professionals in North America, Europe, APAC, and emerging markets. Continuously Updated: We regularly refresh our dataset to maintain accuracy and relevance, reflecting changes like promotions, company moves, or industry shifts. Comprehensive Data Points:

Verified Phone Numbers: Direct lines and mobile numbers of professionals across various industries. Work Emails: Reliable email addresses to complement phone communications. Professional Profiles: Decision-makers’ profiles including job titles, company details, and industry information. Flexible Delivery and Integration: Success.ai offers this dataset in various formats suitable for seamless integration into your CRM or sales platform. Whether you prefer API access for real-time data retrieval or static files for periodic updates, we tailor the delivery to meet your operational needs.

Competitive Pricing with Best Price Guarantee: We provide this essential data at the most competitive prices in the industry, ensuring you receive the best value for your investment. Our best price guarantee means you can trust that you are getting the highest quality data at the lowest possible cost.

Targeted Applications for Phone Number Data:

Sales and Telemarketing: Enhance your telemarketing campaigns by reaching out directly to potential customers, bypassing gatekeepers. Market Research: Conduct surveys and research directly with industry professionals to gather insights that can shape your business strategy. Event Promotion: Invite prospects to webinars, conferences, and seminars directly through personal calls or SMS. Customer Support: Improve customer service by integrating accurate contact information into your support systems. Quality Assurance and Compliance:

Data Accuracy: Our data is verified for accuracy to ensure over 99% deliverability rates. Compliance: Fully compliant with GDPR and other international data protection regulations, allowing you to use the data with confidence globally. Customization and Support:

Tailored Data Solutions: Customize the data according to geographic, industry-specific, or job role filters to match your unique business needs. Dedicated Support: Our team is on hand to assist with data integration, usage, and any questions you may have. Start with Success.ai Today: Engage with Success.ai to leverage our Phone Number Data and connect with global professionals effectively. Schedule a consultation or request a sample through our dedicated client portal and begin transforming your outreach and communication strategies today.

Remember, with Success.ai, you don’t just buy data; you invest in a partnership that grows with your business needs, backed by our commitment to quality and affordability.

In the fiscal year of 2022, around ****** million people were registered on the National Do Not Call Registry in the United States.

The National Do Not Call Registry provides consumers with a way to register their preference not to receive most telemarketing sales calls.

Among the states with the highest employment in telemarketing in the United States, Florida was the leader, with approximately ****** individuals employed as telemarketers as of May 2023. Texas was second in the list in terms of telemarketing employment, with ****** telemarketers working in the state.

📞 Bank Marketing (Term Deposit Subscription) Dataset

Source : UCI Machine Learning Repository – Bank Marketing (#222)

A Portuguese retail bank’s phone-based marketing campaigns (May 2008 → Nov 2010).
The task is to predict whether a client will subscribe to a term deposit (target y).

1 · Background

• Each row records the outcome of the last phone call (plus client history).
• Multiple calls to the same client may appear across campaigns.
• The original authors showed that data-driven targeting boosts campaign ROI – see the reference paper below.

2 · Files in this Kaggle release

Need the enriched “bank-additional” version with 20 predictors? Grab it from the UCI link.

3 · Data Dictionary (17 predictors + target)

*⚠️ duration is only known after the call ends; include it only for benchmarking, not for live prediction.

4 · Quick Start in Python

import pandas as pd

df = pd.read_excel('/kaggle/input/bank-marketing/bank_marketing.xlsx')
print(df.shape)     # (45211, 17)
df.head()

Prefer pip? Fetch directly from ucimlrepo:
'''
!pip install ucimlrepo
from ucimlrepo import fetch_ucirepo
bm = fetch_ucirepo(id=222)
X, y = bm.data.features, bm.data.targets
'''

## 5 · Use-Cases & Ideas 

| 🛠️ ML Task       | Why it’s interesting                                              |
|--------------------------|----------------------------------------------------------------------------------------------------------------|
| Binary classification  | Classic imbalanced dataset – try **SMOTE**, cost-sensitive learning, threshold tuning             |
| Feature engineering   | Combine `pdays`, `campaign`, `previous` into a **contact-intensity score**                   |
| Model interpretability  | Use **SHAP** / **LIME** to explain “yes” predictions                              |
| Time-aware validation  | Data are date-ordered → split train/test chronologically to avoid leakage                   |

---

## 6 · Credits & Citations 

> **Creators :** **Sérgio Moro, Paulo Rita, Paulo Cortez** 
> **Original paper :** 
> Moro S., Cortez P., Rita P. (2014). 
> *A data-driven approach to predict the success of bank telemarketing campaigns.* 
> *Decision Support Systems.* [[PDF]](https://www.semanticscholar.org/paper/cab86052882d126d43f72108c6cb41b295cc8a9e)

If you use this dataset, please cite:

Moro, S., Rita, P., & Cortez, P. (2014). Bank Marketing [Dataset].
UCI Machine Learning Repository. https://doi.org/10.24432/C5K306


---

## 7 · License 

This dataset is released under the **Creative Commons Attribution 4.0 International (CC BY 4.0)**. 
You are free to share & adapt, **provided you credit the original creators**.

Solution Publishing by Allforce: Marketing Professionals

Redefining B2B Marketing and Advertising Outreach

Connect with over 2 million U.S. marketing and advertising contacts across approximately 500,000 companies.

Extensive Marketing Specialties Coverage

Our database encompasses professionals in: - Market Research and Analysis - Brand Management - Product Marketing - Content Creation and Management - Social Media and Digital Marketing - Advertising and Public Relations - SEO/SEM and Analytics - CRM and Marketing Operations - Strategic Planning - Creative Design - Email and Influencer Marketing - Partnership Marketing

Comprehensive Contact Information

• Business email addresses
• Postal addresses
• Telemarketing and mobile phone numbers
• Company and personal locations
• Technographic and firmographic data

Multi-Channel Marketing Capabilities

Execute campaigns through email, direct mail, telemarketing, mobile, and digital advertising channels.

All data is maintained for compliance and safe for email marketing

Comprehensive dataset containing 11 verified Telemarketing service businesses in BJ with complete contact information, ratings, reviews, and location data.

United States Employment: NF: PB: Telemarketing Bureau data was reported at 482.600 Person th in May 2018. This records a decrease from the previous number of 486.000 Person th for Apr 2018. United States Employment: NF: PB: Telemarketing Bureau data is updated monthly, averaging 356.600 Person th from Jan 1990 (Median) to May 2018, with 341 observations. The data reached an all-time high of 518.800 Person th in Dec 2016 and a record low of 221.800 Person th in Mar 1991. United States Employment: NF: PB: Telemarketing Bureau data remains active status in CEIC and is reported by Bureau of Labor Statistics. The data is categorized under Global Database’s USA – Table US.G024: Current Employment Statistics Survey: Employment: Non Farm.

The US is a vast and diverse market, making it crucial to have localized insights. This data can provide a granular understanding of specific regions, demographics, and consumer trends within the US.

Imagine having access to a database containing over 167 million individual profiles, all from the United States. This isn't just a list of names and contact information; it's a rich tapestry of digital audience data and direct marketing data that can transform your marketing strategies.

This specific US data can be the key to unlocking a deeper understanding of your target audience, allowing you to tailor your campaigns with laser-like precision.

What do you get with our US audience data: Freshest Raw and Baseline Profiles Enhanced Profile Data Tracking Meta-Data Section 100+ Data Attributes per Profile

Note: Our Individual Profiles dataset does not include PII and/or phone numbers.

Success.ai provides an extensive B2B and B2C contact database ideal for marketing and sales professionals targeting a global audience. Our dataset includes over 150 million verified profiles equipped with phone numbers, email addresses, and detailed company information, making it perfect for a wide range of marketing and advertising efforts.

• Comprehensive Telemarketing and Phone Number Data: Our collection includes vast amounts of phone number data and telemarketing resources, ensuring you can reach out directly to decision-makers and influencers across various industries worldwide.
• Audience Data for Targeted Marketing: Tailor your campaigns with our audience data, enhancing your capacity for audience targeting and engagement to maximize your advertising ROI.
• Small Business Contact Data: Access detailed contact information of small business owners and key personnel, ideal for personalized B2B marketing and lead generation campaigns.
• Real-Time Data Accuracy and Compliance: All our data is continuously updated and compliant with international standards like GDPR, providing you with reliable and actionable insights for your marketing strategies.

Key Use Cases Enhanced by Our Data:

• B2B Marketing: Drive your B2B marketing efforts with accurate contact details, improving lead quality and conversion rates.
• Email Marketing: Utilize our verified email addresses for high-impact email marketing campaigns designed to inform, engage, and convert your target audience.
• Lead Generation: Accelerate your lead generation processes by accessing a wide range of data points essential for developing effective sales strategies.
• Advertising: Enhance your advertising strategies by using our targeted data to reach the right audience, increasing ad relevance and effectiveness.

Why Choose Success.ai?

• Best Price Guarantee: We are committed to providing the most competitive pricing in the market, ensuring you get the best value for your investment.
• Global Reach, Local Insight: Our global database includes detailed contact data that covers various industries and regions, providing insights that are both broad in scope and deep in detail.
• Customizable Solutions: We offer customized data solutions that can be tailored to the specific needs of your business, ensuring seamless integration and maximum impact.

Get Started with Success.ai Today: Unlock the full potential of your marketing and sales efforts with our comprehensive contact data solutions. Contact us to learn more about how we can help you achieve your business goals with precision and efficiency.

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Dataset

This dataset was created by Tajamul Khan

Released under MIT

Contents

Success.ai’s Telemarketing Data API empowers your sales, marketing, and business development teams with instant access to over 50 million verified contacts with phone numbers. By providing validated phone numbers and rich segmentation insights, this API ensures every call matters, reducing wasted dials and enhancing engagement.

Whether you’re executing outbound sales campaigns, conducting customer follow-ups, or nurturing leads, Success.ai’s continuously updated, AI-validated data keeps your telemarketing operations efficient, effective, and fully informed. Backed by our Best Price Guarantee, this solution sets the foundation for improved reach, higher conversions, and a sustained competitive advantage in dynamic global markets.

Why Choose Success.ai’s Telemarketing Data API?

1. 50M+ Verified Contacts

   • Access extensive, up-to-date global contact information, including phone numbers, roles, and industries.
   • Leverage AI-driven validation for 99% accuracy, ensuring your team focuses on high-quality leads and reduces time spent on outdated records.

2. Continuously Updated and Reliable

   • Receive real-time data updates to align with changing market conditions, organizational shifts, and emerging opportunities.
   • Trust in fresh, relevant data to guide your telemarketing strategies and maintain strong conversions over time.

3. Segmentation and Targeted Outreach

   • Query the API by geographic region, industry vertical, job title, or company size.
   • Deliver personalized messaging and offers, increasing customer satisfaction and closing rates.

4. Ethical and Compliant

   • Fully adheres to GDPR, CCPA, and other global privacy frameworks, ensuring responsible, lawful usage of contact data.
   • Protect brand reputation and mitigate compliance risks by operating within a secure, regulated data environment.

Data Highlights:

• 50M+ Verified Contacts: Unlock vast opportunities for outbound calls, customer engagement, and follow-up initiatives.
• Validated Phone Numbers: Connect quickly and confidently with real decision-makers, enhancing productivity and lowering bounce rates.
• Segmentation Insights: Tailor campaigns to specific industries, roles, or regions for maximum relevance and resonance.
• Best Price Guarantee: Maximize ROI on telemarketing efforts, supported by top-tier data at leading market prices.

Key Features of the Telemarketing Data API:

1. On-Demand Data Enrichment

   • Seamlessly integrate the API into your CRM or dialer systems for instant enrichment of call lists.
   • Minimize manual data imports and ensure sales reps always have the freshest, most accurate contact information.

2. Advanced Filtering and Query Options

   • Filter by location, industry, company size, or job function to identify the highest-potential prospects.
   • Focus your calling efforts on those who are most likely to engage, boosting conversion rates and overall efficiency.

3. Real-Time Validation and Reliability

   • Depend on AI-driven validation processes to maintain data integrity and ensure minimal call wastage.
   • Increase agent productivity, improve caller experiences, and build stronger relationships with verified leads.

4. Scalable and Flexible Integration

   • Easily integrate the API into existing telemarketing workflows, analytics platforms, or lead management systems.
   • Adjust targeting parameters as goals evolve, ensuring alignment with shifting strategic priorities.

Strategic Use Cases:

1. Outbound Sales Campaign Optimization

   • Supply sales teams with accurate, segmented call lists, increasing the likelihood of connecting with qualified leads.
   • Shorten sales cycles and enhance deal closures by focusing on receptive, high-value prospects.

2. Customer Retention and Upselling

   • Engage existing clients with timely follow-ups, product updates, and personalized offers.
   • Strengthen brand loyalty and maximize customer lifetime value through data-driven outreach.

3. Market Expansion and Product Launches

   • Identify new territories, verticals, or demographic segments ripe for exploration.
   • Test and refine messaging using real-time data, ensuring product introductions resonate with target audiences.

4. Seasonal and Event-Driven Campaigns

   • Quickly adapt calling strategies to seasonal trends, promotions, or industry events.
   • Maintain agility, capitalizing on timely opportunities and boosting campaign responsiveness.

Why Choose Success.ai?

1. Best Price Guarantee

   • Access premium-quality telemarketing data at highly competitive rates, achieving exceptional ROI on every campaign.

2. Seamless Integration

   • Incorporate the API into existing workflows, minimizing disruptions and enabling faster, smarter call operations.

3. Data Accuracy with AI Validation

   • Trust in 99% accuracy to guide targeting decisions, improve ag...

Comprehensive dataset containing 691 verified Telemarketing service businesses in United States with complete contact information, ratings, reviews, and location data.

Telemarketing Data. With over 30 years of expertise in political and charitable fundraising, this dataset represents an invaluable resource for organizations seeking to engage donors who demonstrate exceptional responsiveness and loyalty. Focused primarily on Democratic political fundraising, the data captures the behavior and preferences of telemarketing donors, who are widely recognized as the most versatile and high-performing contributors across multiple fundraising channels.

Telemarketing donors stand out for their robust engagement, transitioning effectively to direct mail and digital campaigns while maintaining higher retention and giving levels compared to donors acquired solely through other channels. This dataset highlights donor behavior patterns, including frequency of contributions, average gift size, and long-term engagement metrics, offering insights into donor lifetime value and campaign effectiveness.

Beyond political applications, this data is equally valuable for charitable organizations looking to optimize their outreach strategies and improve donor acquisition and retention. By leveraging these insights, organizations can identify key demographic and psychographic trends, refine messaging, and maximize ROI on fundraising efforts.

Ideal for Democratic campaigns, political action committees, nonprofit organizations, and analytics teams, this dataset provides actionable intelligence to elevate fundraising initiatives, strengthen donor relationships, and drive meaningful impact. Whether for identifying high-value donors or building targeted campaigns, this data is a proven cornerstone for effective fundraising strategies.