https://brightdata.com/licensehttps://brightdata.com/license
Unlock the full potential of LinkedIn data with our extensive dataset that combines profiles, company information, and job listings into one powerful resource for business decision-making, strategic hiring, competitive analysis, and market trend insights. This all-encompassing dataset is ideal for professionals, recruiters, analysts, and marketers aiming to enhance their strategies and operations across various business functions. Dataset Features
Profiles: Dive into detailed public profiles featuring names, titles, positions, experience, education, skills, and more. Utilize this data for talent sourcing, lead generation, and investment signaling, with a refresh rate ensuring up to 30 million records per month. Companies: Access comprehensive company data including ID, country, industry, size, number of followers, website details, subsidiaries, and posts. Tailored subsets by industry or region provide invaluable insights for CRM enrichment, competitive intelligence, and understanding the startup ecosystem, updated monthly with up to 40 million records. Job Listings: Explore current job opportunities detailed with job titles, company names, locations, and employment specifics such as seniority levels and employment functions. This dataset includes direct application links and real-time application numbers, serving as a crucial tool for job seekers and analysts looking to understand industry trends and the job market dynamics.
Customizable Subsets for Specific Needs Our LinkedIn dataset offers the flexibility to tailor the dataset according to your specific business requirements. Whether you need comprehensive insights across all data points or are focused on specific segments like job listings, company profiles, or individual professional details, we can customize the dataset to match your needs. This modular approach ensures that you get only the data that is most relevant to your objectives, maximizing efficiency and relevance in your strategic applications. Popular Use Cases
Strategic Hiring and Recruiting: Track talent movement, identify growth opportunities, and enhance your recruiting efforts with targeted data. Market Analysis and Competitive Intelligence: Gain a competitive edge by analyzing company growth, industry trends, and strategic opportunities. Lead Generation and CRM Enrichment: Enrich your database with up-to-date company and professional data for targeted marketing and sales strategies. Job Market Insights and Trends: Leverage detailed job listings for a nuanced understanding of employment trends and opportunities, facilitating effective job matching and market analysis. AI-Driven Predictive Analytics: Utilize AI algorithms to analyze large datasets for predicting industry shifts, optimizing business operations, and enhancing decision-making processes based on actionable data insights.
Whether you are mapping out competitive landscapes, sourcing new talent, or analyzing job market trends, our LinkedIn dataset provides the tools you need to succeed. Customize your access to fit specific needs, ensuring that you have the most relevant and timely data at your fingertips.
What problem does this solve for you? --> Instead of manually reviewing individual profiles on LinkedIn, this dataset provides you with all the essential information in one place, including:
-->Education background
-->Volunteering and work experience (company, role, tenure)
-->Key skills and endorsements
-->Services offered
-->Personal "About" section
Thomson Data's LinkedIn Dataset offers unparalleled access to a vast dataset of X million public LinkedIn profiles and 152M+ million LinkedIn profile records.
This comprehensive and reliable LinkedIn data can significantly streamline your recruitment efforts, optimize strategizes for account-based-marketing, help you build highly targeted lead lists and grow professional network, enable you to develop personalized B2B marketing campaigns, pin points key moments for sales outreach and analyze market. By leveraging these benefits, you can save time and resources, and improve your business operations.
Key Features of Thomson Data’s LinkedIn Insights:
Extensive Employee Attributes: Our LinkedIn datasets will help you gain a comprehensive understanding of professionals through numerous attributes, including job titles, educational backgrounds, company affiliations, endorsements, and skills. Go ahead and leverage this detailed LinkedIn data to identify top talent and foster meaningful professional relationships.
Real-time and Monthly Updates: Thomson Data’s LinkedIn profile dataset is constantly updated with the latest and most accurate information, ensuring businesses have access to the most current employee profiles. We ensure it is feasible for you to stay ahead of your competitors with regular updates that reflect recent job changes, career advancements, and skill acquisitions, giving you a real-time expansive view of the professionals in a business landscape.
Extensive Global Coverage: When you utilize our LinkedIn profile dataset, you will have broad coverage across multiple industries and geographies—making it very simple to have access to rich and diverse employee profiles from around the world. This will provide scope to analyze talent pools, explore industry trends on a global scale, and identify skill gaps; all of these are valuable insights for acing marketing campaigns, lead generation, data analytics and more.
Unlock the potential of our LinkedIn datasets and leverage the wealth of information to make informed decisions, build strategic partnerships, and enhance your understanding of the professional landscape.
To know more, send us the request and we will be happy to assist you.
Attribution-NonCommercial-NoDerivs 4.0 (CC BY-NC-ND 4.0)https://creativecommons.org/licenses/by-nc-nd/4.0/
License information was derived automatically
LinkedIn is the world’s preeminent social network for professionals. Members create CVs, list their current and previous job roles, skills and education. The business network is also a recruiting...
Success.ai provides extensive access to LinkedIn data, featuring over 700 million public profiles and 70 million company records. This service is ideal for professionals in marketing, advertising, and B2B marketing, aiming to enhance market research and lead generation strategies. With a focus on LinkedIn profile data, our offerings are meticulously curated to support businesses in identifying and engaging with key decision-makers through detailed insights.
Key Use Cases:
Why Choose Success.ai for LinkedIn Data?
Our LinkedIn Data Solutions are designed to provide actionable insights that help businesses grow by understanding their market better and connecting with potential clients more effectively. Success.ai is committed to delivering high-quality, up-to-date data that empowers your business operations.
Get Started Now: Unlock the potential of LinkedIn with Success.ai and transform your business strategies with our advanced data solutions. Contact us today to learn more about our services and how we can help you achieve your business goals with precision and efficiency.
Success.ai – Where data meets precision at the best price.
Success.ai’s LinkedIn Data Solutions offer unparalleled access to a vast dataset of 700 million public LinkedIn profiles and 70 million LinkedIn company records, making it one of the most comprehensive and reliable LinkedIn datasets available on the market today. Our employee data and LinkedIn data are ideal for businesses looking to streamline recruitment efforts, build highly targeted lead lists, or develop personalized B2B marketing campaigns.
Whether you’re looking for recruiting data, conducting investment research, or seeking to enrich your CRM systems with accurate and up-to-date LinkedIn profile data, Success.ai provides everything you need with pinpoint precision. By tapping into LinkedIn company data, you’ll have access to over 40 critical data points per profile, including education, professional history, and skills.
Key Benefits of Success.ai’s LinkedIn Data: Our LinkedIn data solution offers more than just a dataset. With GDPR-compliant data, AI-enhanced accuracy, and a price match guarantee, Success.ai ensures you receive the highest-quality data at the best price in the market. Our datasets are delivered in Parquet format for easy integration into your systems, and with millions of profiles updated daily, you can trust that you’re always working with fresh, relevant data.
Global Reach and Industry Coverage: Our LinkedIn data covers professionals across all industries and sectors, providing you with detailed insights into businesses around the world. Our geographic coverage spans 259M profiles in the United States, 22M in the United Kingdom, 27M in India, and thousands of profiles in regions such as Europe, Latin America, and Asia Pacific. With LinkedIn company data, you can access profiles of top companies from the United States (6M+), United Kingdom (2M+), and beyond, helping you scale your outreach globally.
Why Choose Success.ai’s LinkedIn Data: Success.ai stands out for its tailored approach and white-glove service, making it easy for businesses to receive exactly the data they need without managing complex data platforms. Our dedicated Success Managers will curate and deliver your dataset based on your specific requirements, so you can focus on what matters most—reaching the right audience. Whether you’re sourcing employee data, LinkedIn profile data, or recruiting data, our service ensures a seamless experience with 99% data accuracy.
Key Use Cases:
LinkedIn URL: Access direct links to LinkedIn profiles for immediate insights. Full Name: Verified first and last names. Job Title: Current job titles, and prior experience. Company Information: Company name, LinkedIn URL, domain, and location. Work and Per...
The global number of LinkedIn users in was forecast to continuously increase between 2024 and 2028 by in total 171.9 million users (+22.3 percent). After the sixth consecutive increasing year, the LinkedIn user base is estimated to reach 942.84 million users and therefore a new peak in 2028. User figures, shown here with regards to the platform LinkedIn, have been estimated by taking into account company filings or press material, secondary research, app downloads and traffic data. They refer to the average monthly active users over the period and count multiple accounts by persons only once.The shown data are an excerpt of Statista's Key Market Indicators (KMI). The KMI are a collection of primary and secondary indicators on the macro-economic, demographic and technological environment in up to 150 countries and regions worldwide. All indicators are sourced from international and national statistical offices, trade associations and the trade press and they are processed to generate comparable data sets (see supplementary notes under details for more information).Find more key insights for the number of LinkedIn users in countries like Asia and South America.
The number of LinkedIn users in the United States was forecast to continuously increase between 2024 and 2028 by in total **** million users (+**** percent). After the ninth consecutive increasing year, the LinkedIn user base is estimated to reach ****** million users and therefore a new peak in 2028. Notably, the number of LinkedIn users of was continuously increasing over the past years.User figures, shown here with regards to the platform LinkedIn, have been estimated by taking into account company filings or press material, secondary research, app downloads and traffic data. They refer to the average monthly active users over the period and count multiple accounts by persons only once.The shown data are an excerpt of Statista's Key Market Indicators (KMI). The KMI are a collection of primary and secondary indicators on the macro-economic, demographic and technological environment in up to *** countries and regions worldwide. All indicators are sourced from international and national statistical offices, trade associations and the trade press and they are processed to generate comparable data sets (see supplementary notes under details for more information).Find more key insights for the number of LinkedIn users in countries like Canada and Mexico.
LinkedIn companies use datasets to access public company data for machine learning, ecosystem mapping, and strategic decisions. Popular use cases include competitive analysis, CRM enrichment, and lead generation.
Use our LinkedIn Companies Information dataset to access comprehensive data on companies worldwide, including business size, industry, employee profiles, and corporate activity. This dataset provides key company insights, organizational structure, and competitive landscape, tailored for market researchers, HR professionals, business analysts, and recruiters.
Leverage the LinkedIn Companies dataset to track company growth, analyze industry trends, and refine your recruitment strategies. By understanding company dynamics and employee movements, you can optimize sourcing efforts, enhance business development opportunities, and gain a strategic edge in your market. Stay informed and make data-backed decisions with this essential resource for understanding global company ecosystems.
This dataset is ideal for:
- Market Research: Identifying key trends and patterns across different industries and geographies.
- Business Development: Analyzing potential partners, competitors, or customers.
- Investment Analysis: Assessing investment potential based on company size, funding, and industries.
- Recruitment & Talent Analytics: Understanding the workforce size and specialties of various companies.
CUSTOM
Please review the respective licenses below:
Access over 825 million global LinkedIn profiles data enriched with detailed B2B LinkedIn people profiles and LinkedIn company data. This LinkedIn dataset offers accurate, structured information for professionals across industries, geographies, and company sizes. It is designed to support sales intelligence, recruiting, marketing, enrichment, investment research, and data platforms.
Our LinkedIn profile dataset includes verified and frequently updated records, making it ideal for data-driven teams looking to scale outreach, identify decision-makers, enrich CRM records, and improve targeting.
LinkedIn profile dataset :
755M+ LinkedIn People Profiles
70M+ LinkedIn Company Profiles
Full Name, Job Title, Company, Industry
LinkedIn Public Identifier and Profile URL
Location, Seniority, Education, Skills
Company Size, Revenue Range, Company Domain, Domain rank
Bi-Weekly Data Updates
Delivery Formats: CSV, JSON, PostgreSQL
API Access with Credit-Based Pricing
Use Cases
Sales Prospecting: Target decision-makers and buyers by title, seniority, region, and industry.
Recruiting: Source passive candidates using skills, experience, education, and seniority filters.
Data Enrichment: Append LinkedIn profile data to your CRM, CDP, or internal database.
Investment Research: Identify executive teams, founders, and key leadership at global companies.
Marketing Automation: Build high-quality outbound and ABM campaign lists using live LinkedIn data.
Technology & SaaS Platforms: Integrate LinkedIn profile data into your product via API.
Key Features
High-accuracy B2B LinkedIn data with 95%+ verified records
Wide global coverage across North America, Europe, LATAM, APAC, and MENA
Fast delivery with bi-weekly refresh cycles
Flexible access via API or flat file delivery
Supports real-time and large-scale enrichment workflows
GDPR and CCPA compliant
Who Uses This Data
Sales Intelligence Tools
Talent Acquisition & HR Tech Platforms
CRM and CDP Vendors
Private Equity and Venture Capital Firms
Data Enrichment Providers
Martech and Adtech Companies
Research and Analytics Firms
Delivery Options
API-based credit system (starting at $100 for 2,500 credits)
One-time file deliveries for specific LinkedIn IDs or data samples
Ongoing flat file subscriptions (CSV, JSON, or PostgreSQL)
Hourly or Bi-weekly refresh options
Trial & Evaluation Sample data and trial API credits are available to validate accuracy and fit for your use case. Volume-based pricing and custom delivery formats can be discussed on request.
As of early 2025, LinkedIn had an audience reach of *** million users in the *************. The country was by far the leading market of the professional job networking service, with runner-up India having an audience of *** million. LinkedIn: the company Launched in 2003, LinkedIn is a professional networking service where jobseekers can post their CVs, and employers or recruiters can post job ads and search for prospective candidates. In December 2016, Microsoft acquired LinkedIn, making it a wholly owned subsidiary. In 2020, the platform generated over ***** billion U.S. dollars in revenue. Despite its great success, the company has not always seen positive numbers only, and in 2018, LinkedIn reported an operating loss of *** million U.S. dollars. LinkedIn marketing Greater exposure, lead generation and increased thought leadership are all key benefits of social media marketing, and LinkedIn is a popular marketing tool in the B2B segment. Whereas the company predominantly generates revenue by selling access to member information to professional parties, LinkedIn is the second-most popular social media platform used by B2B marketers, ranking only behind Facebook.
Success.ai’s Education Industry Data provides access to comprehensive profiles of global professionals in the education sector. Sourced from over 700 million verified LinkedIn profiles, this dataset includes actionable insights and verified contact details for teachers, school administrators, university leaders, and other decision-makers. Whether your goal is to collaborate with educational institutions, market innovative solutions, or recruit top talent, Success.ai ensures your efforts are supported by accurate, enriched, and continuously updated data.
Why Choose Success.ai’s Education Industry Data? 1. Comprehensive Professional Profiles Access verified LinkedIn profiles of teachers, school principals, university administrators, curriculum developers, and education consultants. AI-validated profiles ensure 99% accuracy, reducing bounce rates and enabling effective communication. 2. Global Coverage Across Education Sectors Includes professionals from public schools, private institutions, higher education, and educational NGOs. Covers markets across North America, Europe, APAC, South America, and Africa for a truly global reach. 3. Continuously Updated Dataset Real-time updates reflect changes in roles, organizations, and industry trends, ensuring your outreach remains relevant and effective. 4. Tailored for Educational Insights Enriched profiles include work histories, academic expertise, subject specializations, and leadership roles for a deeper understanding of the education sector.
Data Highlights: 700M+ Verified LinkedIn Profiles: Access a global network of education professionals. 100M+ Work Emails: Direct communication with teachers, administrators, and decision-makers. Enriched Professional Histories: Gain insights into career trajectories, institutional affiliations, and areas of expertise. Industry-Specific Segmentation: Target professionals in K-12 education, higher education, vocational training, and educational technology.
Key Features of the Dataset: 1. Education Sector Profiles Identify and connect with teachers, professors, academic deans, school counselors, and education technologists. Engage with individuals shaping curricula, institutional policies, and student success initiatives. 2. Detailed Institutional Insights Leverage data on school sizes, student demographics, geographic locations, and areas of focus. Tailor outreach to align with institutional goals and challenges. 3. Advanced Filters for Precision Targeting Refine searches by region, subject specialty, institution type, or leadership role. Customize campaigns to address specific needs, such as professional development or technology adoption. 4. AI-Driven Enrichment Enhanced datasets include actionable details for personalized messaging and targeted engagement. Highlight educational milestones, professional certifications, and key achievements.
Strategic Use Cases: 1. Product Marketing and Outreach Promote educational technology, learning platforms, or training resources to teachers and administrators. Engage with decision-makers driving procurement and curriculum development. 2. Collaboration and Partnerships Identify institutions for collaborations on research, workshops, or pilot programs. Build relationships with educators and administrators passionate about innovative teaching methods. 3. Talent Acquisition and Recruitment Target HR professionals and academic leaders seeking faculty, administrative staff, or educational consultants. Support hiring efforts for institutions looking to attract top talent in the education sector. 4. Market Research and Strategy Analyze trends in education systems, curriculum development, and technology integration to inform business decisions. Use insights to adapt products and services to evolving educational needs.
Why Choose Success.ai? 1. Best Price Guarantee Access industry-leading Education Industry Data at unmatched pricing for cost-effective campaigns and strategies. 2. Seamless Integration Easily integrate verified data into CRMs, recruitment platforms, or marketing systems using downloadable formats or APIs. 3. AI-Validated Accuracy Depend on 99% accurate data to reduce wasted outreach and maximize engagement rates. 4. Customizable Solutions Tailor datasets to specific educational fields, geographic regions, or institutional types to meet your objectives.
Strategic APIs for Enhanced Campaigns: 1. Data Enrichment API Enrich existing records with verified education professional profiles to enhance engagement and targeting. 2. Lead Generation API Automate lead generation for a consistent pipeline of qualified professionals in the education sector. Success.ai’s Education Industry Data enables you to connect with educators, administrators, and decision-makers transforming global...
Unlock the full potential of your social media outreach with our comprehensive Global Social Media Database, meticulously designed to meet your strategic needs. Covering major regions across the globe—APAC, Europe, Africa, North America, South America, and LATAM—this dynamic resource spans 16 diverse industries, making it a powerful catalyst for your marketing and social engagement strategies.
Global Geographical Coverage: Our database is designed to offer extensive coverage, enabling you to engage audiences across:
This widespread reach ensures that your campaigns resonate across both developed and emerging markets.
Industries Covered: Our data spans the following key industries:
Retail
Employee Size & Revenue: We recognize the importance of targeted outreach, which is why our database also includes employee size and revenue data for each company, ensuring that you can filter and approach organizations based on their scale and financial capacity. Whether you're targeting small businesses or multinational corporations, we’ve got you covered with customized insights to optimize your campaigns.
Key Database Attributes: Our comprehensive social media data offers the following key attributes:
Total Contacts: 120M+
Social Platforms: LinkedIn, Facebook, YouTube, TwitterX
Direct Dials: Verified
Email Addresses: Verified
Live Profile Links: Provided on request
What Sets Us Apart:
Verified Direct Dials & Emails:
Accuracy is our priority. Each contact in our database comes with verified direct dials and email addresses, ensuring you reach the right people, reducing wasted outreach efforts, and maximizing engagement.
Free Lead Replacement:
Understanding that social media data is ever-changing, we offer cost-free lead replacements, maintaining the quality and relevance of your contacts over time, with no added costs.
Sourcing Excellence:
Our data isn't merely aggregated. We use precise sourcing strategies, leveraging both publication sites and a dedicated contact discovery team, guaranteeing the authenticity and relevance of our database.
Live Profile Links:
Want to explore a profile in real-time? We provide live links to social media profiles across LinkedIn, Facebook, YouTube, and TwitterX, allowing seamless interaction and profile verification.
Global Reach:
Our reach extends across continents, from the vibrant tech hubs of APAC to thriving business sectors in North America, making our database indispensable for engaging diverse and global audiences.
Industry-Specific Targeting:
Our data is structured for industry-specific targeting. Whether you are engaging with healthcare, finance, or manufacturing professionals, we provide nuanced insights tailored to your needs, ensuring strategic precision.
Strategic Asset:
Our database isn't just a collection of contacts—it's a strategic asset. With 250M+ verified contacts, direct dials, and email addresses, it empowers you to align your social media strategy with your overall sales and marketing goals, enabling meaningful interactions that can translate into successful business engagements.
Amplify Your Social Media Presence: Use our Global Social Media Data to drive meaningful connections and enhance your social media presence. With our data, you’ll have the ability to reach the right people, at the right time, on the right platforms. Whether you're exploring new territories, scaling your operations, or targeting niche industries, our data will empower you to make an impactful difference in your social media outreach.
Let us be your trusted partner as you navigate the intricate world of global social engagement strategies!
The displayed data on drivers for LinkedIn usage shows results of an exclusive Statista survey conducted in the United States in 2018. Some ** percent of respondents answered the question ''What do you use LinkedIn for?'' with ''Posting about my daily life''.The Survey Data Table for the Statista survey Tech Giants and Digital Services in the United States 2019 contains the complete tables for the survey including various column headings.
🌍 Global B2B Person Dataset | 755M+ LinkedIn Profiles | Verified & Bi-Weekly Updated Access the world’s most comprehensive professional dataset, enriched with over 755 million LinkedIn profiles. The Forager.ai Global B2B Person Dataset delivers work-verified professional contacts with 95%+ accuracy, refreshed every two weeks. Ideal for recruitment, sales, research, and talent mapping, it provides direct access to decision-makers, specialists, and executives across industries and geographies.
Dataset Features Full Name & Job Title: Up-to-date first/last name with current professional role.
Emails & Phone Numbers: AI-validated work and personal email addresses, plus mobile numbers.
Company Info: Current employer name, industry, and company size (employee count).
Career History: Detailed work history with job titles, durations, and role progressions.
Skills & Endorsements: Extracted from public LinkedIn profiles.
Education & Certifications: Universities, degrees, and professional certifications.
Location & LinkedIn URL: City, country, and direct link to public LinkedIn profile.
Distribution Data Volume: 755M+ total profiles, with 270M+ containing full contact information.
Formats Available: CSV, JSON via S3 or Snowflake; API for real-time access.
Access Methods: REST API, Enrichment API (lookup), full dataset delivery, or custom solutions.
Usage This dataset is ideal for a variety of applications:
Executive Recruitment: Source passive talent, build role-based maps, and assess mobility.
Sales Intelligence: Find decision-makers, personalize outreach, and trigger campaigns on job changes.
Market Research: Understand talent concentration by company, geography, and skill set.
Partnership Development: Identify key stakeholders in target firms for business development.
Talent Mapping & Strategic Hiring: Build full organizational charts and skill distribution heatmaps.
Coverage Geographic Coverage: Global – including North America, EMEA, LATAM, and APAC.
Time Range: Continuously updated; profiles refreshed bi-weekly.
Demographics: Cross-industry coverage of seniority levels from entry-level to C-suite, across all sectors.
License CUSTOM
Who Can Use It Recruiters & Staffing Firms: For building target lists and sourcing niche talent.
Sales & RevOps Teams: For targeting by department, title, or decision-making authority.
VCs & PE Firms: To assess leadership teams and monitor executive movement.
Data Scientists & Analysts: To train models for job mobility, hiring trends, or org structure prediction.
B2B Platforms: For enriching internal databases and powering account-based marketing (ABM).
Success.ai’s LinkedIn Profile Data for Global Media Professionals provides a comprehensive dataset tailored for businesses, PR agencies, and organizations looking to connect with journalists, producers, editors, and other key figures in the media industry worldwide. Covering professionals from news outlets, television networks, digital media platforms, and production studios, this dataset includes verified LinkedIn profiles, professional histories, and actionable contact details.
With access to over 700 million verified global profiles, Success.ai ensures your outreach, marketing, and collaboration strategies are powered by accurate, continuously updated, and AI-validated data. Backed by our Best Price Guarantee, this solution is indispensable for navigating the dynamic media landscape.
Why Choose Success.ai’s LinkedIn Profile Data?
Verified Profiles for Precision Outreach
Comprehensive Coverage of the Global Media Industry
Continuously Updated Datasets
Ethical and Compliant
Data Highlights
Key Features of the Dataset
Comprehensive Media Professional Profiles
Advanced Filters for Precision Campaigns
Regional and Industry Insights
AI-Driven Enrichment
Strategic Use Cases:
PR and Media Outreach Campaigns
Partnership Development and Collaboration
Recruitment and Talent Acquisition
Market Research and Industry Analysis
Why Choose Success.ai?
Best Price Guarantee
Seamless Integration
Data Accuracy with AI Validation
Customizable and Scalable Solutions
The displayed data on the frequency of using LinkedIn shows results of an exclusive Statista survey conducted in the United States in 2018. Some ** percent of respondents answered the question ''How often do you use LinkedIn?'' with ''Daily''.The Survey Data Table for the Statista survey Tech Giants and Digital Services in the United States 2019 contains the complete tables for the survey including various column headings.
CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
License information was derived automatically
This dataset contains user reviews and ratings for the LinkedIn mobile application, extracted from its Google Store page. It provides valuable insights into the public's perception of the app over an extended period. The collection of reviews offers a basis for understanding user sentiment, identifying trends, and pinpointing common pain points experienced by users of the LinkedIn app. The dataset is particularly useful for product development teams, market analysts, and researchers interested in user feedback and app performance analysis.
This dataset is typically provided as a data file, commonly in CSV format. It comprises approximately 320,000 individual review records. The review_id
column alone contains 322,641 unique values. The data structure is tabular, with each row representing a single review and columns providing specific details about that review. Specific numbers for rows/records are available and consistent with the total count.
This dataset is ideal for a variety of analytical applications and use cases, including: * Sentiment Analysis: Extracting sentiments and trends from user feedback to gauge overall satisfaction and identify shifts in public opinion. * Version Performance Tracking: Identifying which versions of the LinkedIn app received the most positive or negative feedback. * Topic Modelling: Utilising natural language processing (NLP) techniques like topic modelling to uncover specific pain points, frequently requested features, or common praise for the application. * Product Improvement: Informing product development and user experience (UX) design by directly addressing user feedback. * Market Research: Understanding user perceptions of a leading professional networking platform.
The dataset covers reviews for the LinkedIn app, which has a global user base with over 970 million registered members from more than 200 countries and territories. The reviews themselves were extracted from its Google Store page. The time range for the reviews spans from 7th April 2011 to 18th November 2023. There are specific notes on data availability for certain groups/years visible in the timestamp distribution.
CC0
This dataset is intended for: * Data Scientists & Analysts: For performing sentiment analysis, natural language processing, and trend analysis on app reviews. * App Developers & Product Managers: To gain direct user feedback for product iteration, bug identification, and feature prioritisation. * Market Researchers: To understand user behaviour, competitive landscape, and public perception within the social media and professional networking domain. * Academic Researchers: For studies on user feedback, app development cycles, and the evolution of digital platform perception.
Original Data Source: 📝 320K LinkedIn App Google Store Reviews
Success.ai’s LinkedIn Data for Creative Industry Professionals enables businesses and organizations to connect with global creators, designers, and innovators in the digital, artistic, and creative fields. With access to over 700 million verified LinkedIn profiles, this dataset provides actionable insights and contact details for graphic designers, content creators, photographers, artists, and other professionals in the creative space. Whether your goal is to identify collaborators, market tools tailored to creatives, or analyze emerging trends in the industry, Success.ai ensures your outreach is supported by accurate, enriched, and continuously updated data.
Why Choose Success.ai’s LinkedIn Data for Creative Industry Professionals? Comprehensive Professional Profiles
Access verified LinkedIn profiles of creative professionals, including designers, illustrators, animators, content marketers, photographers, and digital creators. Gain AI-driven validation for accuracy, ensuring minimal bounce rates and effective communication. Global Coverage Across Creative Sectors
Includes professionals from various industries, such as advertising, media, entertainment, technology, and fashion. Covers key markets like North America, Europe, APAC, and emerging creative hubs worldwide. Continuously Updated Dataset
Reflects real-time professional updates, role changes, and new industry trends to keep your targeting relevant and effective. Tailored for Creative Insights
Enriched profiles include work history, professional achievements, areas of expertise, and creative specialties for deeper audience understanding. Data Highlights: 700M+ Verified LinkedIn Profiles: Access a vast network of verified creative professionals worldwide. 100M+ Work Emails: Direct communication with designers, creators, and industry leaders. Enriched Professional Histories: Gain insights into career trajectories, collaborations, and creative projects. Industry-Specific Segmentation: Target creatives in advertising, film, tech, and more with precision filters. Key Features of the Dataset: Creative Industry Profiles
Identify and connect with graphic designers, UX/UI specialists, motion graphic artists, video editors, photographers, and other creative professionals. Engage with individuals who drive innovation in marketing, branding, and design. Detailed Firmographic Data
Leverage firmographic insights, including company size, industry focus, and regional activity, to tailor your approach to specific creative segments. Advanced Filters for Targeting
Refine your search by job title, creative specialty, region, or years of experience for precision outreach. Customize campaigns based on emerging design trends, content needs, or artistic expertise. AI-Driven Enrichment
Enhanced datasets deliver actionable data for personalized campaigns, highlighting creative portfolios, awards, and career milestones. Strategic Use Cases: Product Marketing and Outreach
Promote design software, content creation tools, or creative platforms to designers, video editors, and content strategists. Engage with professionals who shape marketing campaigns, advertising, and digital media production. Talent Acquisition and Recruitment
Target creative recruiters, agency leads, and in-house HR professionals seeking designers, animators, and content creators. Simplify hiring for roles requiring artistic and technical expertise. Collaboration and Partnerships
Identify collaborators for design projects, creative campaigns, or artistic ventures. Build partnerships with agencies, freelance networks, and individual creators for co-branded initiatives. Market Research and Trend Analysis
Explore shifts in creative technologies, design aesthetics, and artistic practices across global markets. Use insights to refine product development and marketing strategies. Why Choose Success.ai? Best Price Guarantee
Get industry-leading data quality at unmatched pricing, ensuring your campaigns are cost-effective and impactful. Seamless Integration
Easily integrate LinkedIn Data into your CRM or marketing platforms with downloadable formats or API access. AI-Validated Accuracy
Rely on 99% data accuracy to minimize waste and maximize engagement outcomes in your campaigns. Customizable Solutions
Tailor datasets to focus on specific creative fields, industry verticals, or geographical areas, ensuring a perfect fit for your objectives. Strategic APIs for Enhanced Campaigns: Data Enrichment API
Update your internal records with verified creative profiles for better audience targeting and engagement. Lead Generation API
Automate lead generation to maintain a steady flow of qualified creative professionals, scaling your campaigns efficiently. Success.ai’s LinkedIn Data for Creative Industry Professionals empowers you to connect with the creative minds shaping today’s industries. With verified contact details, enriched prof...
Updated 30 January 2023
There has been some confusion around licensing for this data set. Dr. Carla Patalano and Dr. Rich Huebner are the original authors of this dataset.
We provide a license to anyone who wishes to use this dataset for learning or teaching. For the purposes of sharing, please follow this license:
CC-BY-NC-ND This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
https://rpubs.com/rhuebner/hrd_cb_v14
PLEASE NOTE -- I recently updated the codebook - please use the above link. A few minor discrepancies were identified between the codebook and the dataset. Please feel free to contact me through LinkedIn (www.linkedin.com/in/RichHuebner) to report discrepancies and make requests.
HR data can be hard to come by, and HR professionals generally lag behind with respect to analytics and data visualization competency. Thus, Dr. Carla Patalano and I set out to create our own HR-related dataset, which is used in one of our graduate MSHRM courses called HR Metrics and Analytics, at New England College of Business. We created this data set ourselves. We use the data set to teach HR students how to use and analyze the data in Tableau Desktop - a data visualization tool that's easy to learn.
This version provides a variety of features that are useful for both data visualization AND creating machine learning / predictive analytics models. We are working on expanding the data set even further by generating even more records and a few additional features. We will be keeping this as one file/one data set for now. There is a possibility of creating a second file perhaps down the road where you can join the files together to practice SQL/joins, etc.
Note that this dataset isn't perfect. By design, there are some issues that are present. It is primarily designed as a teaching data set - to teach human resources professionals how to work with data and analytics.
We have reduced the complexity of the dataset down to a single data file (v14). The CSV revolves around a fictitious company and the core data set contains names, DOBs, age, gender, marital status, date of hire, reasons for termination, department, whether they are active or terminated, position title, pay rate, manager name, and performance score.
Recent additions to the data include: - Absences - Most Recent Performance Review Date - Employee Engagement Score
Dr. Carla Patalano provided the baseline idea for creating this synthetic data set, which has been used now by over 200 Human Resource Management students at the college. Students in the course learn data visualization techniques with Tableau Desktop and use this data set to complete a series of assignments.
We've included some open-ended questions that you can explore and try to address through creating Tableau visualizations, or R or Python analyses. Good luck and enjoy the learning!
There are so many other interesting questions that could be addressed through this interesting data set. Dr. Patalano and I look forward to seeing what we can come up with.
If you have any questions or comments about the dataset, please do not hesitate to reach out to me on LinkedIn: http://www.linkedin.com/in/RichHuebner
You can also reach me via email at: Richard.Huebner@go.cambridgecollege.edu
The number of LinkedIn users in Australia was forecast to continuously increase between 2024 and 2028 by in total 0.5 million users (+3.74 percent). After the ninth consecutive increasing year, the LinkedIn user base is estimated to reach 13.89 million users and therefore a new peak in 2028. Notably, the number of LinkedIn users of was continuously increasing over the past years.User figures, shown here with regards to the platform LinkedIn, have been estimated by taking into account company filings or press material, secondary research, app downloads and traffic data. They refer to the average monthly active users over the period and count multiple accounts by persons only once.The shown data are an excerpt of Statista's Key Market Indicators (KMI). The KMI are a collection of primary and secondary indicators on the macro-economic, demographic and technological environment in up to 150 countries and regions worldwide. All indicators are sourced from international and national statistical offices, trade associations and the trade press and they are processed to generate comparable data sets (see supplementary notes under details for more information).Find more key insights for the number of LinkedIn users in countries like Fiji and New Zealand.
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