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TwitterMIT Licensehttps://opensource.org/licenses/MIT
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This dataset contains LinkedIn profile comments, capturing user interactions and engagement across various profiles. The dataset can be useful for researchers and developers working on natural language processing (NLP), sentiment analysis, and social media behavior analysis.
Key features of the dataset: Captures LinkedIn comments from various profiles . User engagement insights: Analyze the language and sentiment of comments to gauge user engagement. Potential applications: The dataset is ideal for machine learning projects such as sentiment analysis, text classification, and recommendation systems. This dataset can help with:
Identifying sentiment in LinkedIn comments. Detecting popular or trending topics based on comment activity. Enhancing user engagement analysis on professional networking platforms.
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TwitterOpen Data Commons Attribution License (ODC-By) v1.0https://www.opendatacommons.org/licenses/by/1.0/
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LinkedIn is a widely used professional networking platform that hosts millions of job postings. This dataset contains 1.3 million job listings scraped from LinkedIn in the year 2024.
This dataset can be used for various research tasks such as job market analysis, skills mapping, job recommendation systems, and more.
If you find this dataset valuable, please upvote 😊💼
This is the same master dataset that powers SkillExplorer
Photo by Clem Onojeghuo on Unsplash
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TwitterApache License, v2.0https://www.apache.org/licenses/LICENSE-2.0
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Scraped LinkedIn job postings for data-related roles (Data Analyst, Data Engineer, Data Scientist, etc.)
This dataset contains job postings scraped from LinkedIn, including job titles, companies, locations, descriptions, and job types (remote/hybrid/onsite). The data can be used for data cleaning, NLP analysis, skill extraction, and building AI-powered job application tools. ## Dataset Features Column Name Description Title Job title (e.g., "Data Analyst," "Product Analyst") Company Hiring company name Location Job location (city/country) Description Full job description (may include company info) Job Type Remote, Hybrid, or Onsite (if available)
✅ Data Cleaning & Normalization – Standardize job titles, locations, and descriptions. ✅ NLP & Skill Extraction – Find the most in-demand skills (Python, SQL, ML, etc.). ✅ Job Type Analysis – Compare remote vs. onsite job trends. ✅ AI-Powered Job Tools – Build a Streamlit app to generate:
"About Me" sections tailored to job descriptions.
Auto-generated cover letters based on job requirements.
GitHub Collaboration Want to contribute? Join the project here: 🔗 https://github.com/JoyKimaiyo/Web-scraping-data-jobs-and-automating-about-me-section
Acknowledgments Data scraped from LinkedIn for educational/non-commercial use.
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TwitterSuccess.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...
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TwitterSuccess.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...
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TwitterSuccess.ai’s User Profiles Data for Nonprofit and NGO Leaders provides businesses, organizations, and researchers with comprehensive access to global leaders in the nonprofit and NGO sectors. With data sourced from over 700 million verified LinkedIn profiles, this dataset includes actionable insights and contact details for executives, program managers, administrators, and decision-makers. Whether your goal is to partner with nonprofits, support global causes, or conduct research into social impact, Success.ai ensures your outreach is backed by accurate, enriched, and continuously updated data.
Why Choose Success.ai’s User Profiles Data for Nonprofit and NGO Leaders? Comprehensive Professional Profiles
Access verified LinkedIn profiles of nonprofit leaders, NGO managers, program directors, grant writers, and administrative executives. AI-driven validation ensures 99% accuracy for efficient communication and minimized bounce rates. Global Coverage Across Nonprofit Sectors
Includes profiles from nonprofits, humanitarian organizations, environmental groups, social enterprises, and advocacy organizations. Covers key markets across North America, Europe, APAC, South America, and Africa for global reach. Continuously Updated Dataset
Reflects real-time professional updates, organizational changes, and emerging trends in the nonprofit landscape to keep your targeting relevant and effective. Tailored for Nonprofit Insights
Enriched profiles include work histories, organizational affiliations, areas of expertise, and social impact projects for deeper engagement opportunities. Data Highlights: 700M+ Verified LinkedIn Profiles: Access a vast network of nonprofit and NGO professionals worldwide. 100M+ Work Emails: Direct communication with executives, managers, and decision-makers in the nonprofit sector. Enriched Organizational Data: Gain insights into leadership structures, mission focuses, and operational scales. Industry-Specific Segmentation: Target nonprofits focused on healthcare, education, environmental sustainability, human rights, and more. Key Features of the Dataset: Nonprofit and NGO Leader Profiles
Identify and connect with executives, program managers, fundraisers, and policy directors in global nonprofit and NGO sectors. Engage with individuals who drive decision-making and operational strategies for impactful organizations. Detailed Organizational Insights
Leverage firmographic data, including organizational size, mission, regional activity, and funding sources, to align with specific nonprofit goals. Advanced Filters for Precision Targeting
Refine searches by region, mission type, role, or organizational focus for tailored outreach. Customize campaigns based on social impact priorities, such as climate action, gender equality, or economic development. AI-Driven Enrichment
Enhanced datasets provide actionable insights into professional accomplishments, partnerships, and leadership achievements for targeted engagement. Strategic Use Cases: Partnership Development and Outreach
Identify nonprofits and NGOs for collaboration on social impact projects, sponsorships, or grant distribution. Build relationships with decision-makers driving advocacy, fundraising, and community initiatives. Donor Engagement and Fundraising
Target nonprofit leaders responsible for managing fundraising campaigns and donor relationships. Tailor outreach efforts to align with specific causes and funding priorities. Research and Analysis
Analyze leadership trends, mission focuses, and regional nonprofit activities to inform program design and funding strategies. Use insights to evaluate the effectiveness of social impact initiatives and partnerships. Recruitment and Talent Acquisition
Target HR professionals and administrators seeking qualified staff, consultants, or volunteers for nonprofits and NGOs. Offer talent solutions for specialized roles in program management, advocacy, and administration. Why Choose Success.ai? Best Price Guarantee
Access industry-leading, verified User Profiles Data at unmatched pricing to ensure your campaigns are cost-effective and impactful. Seamless Integration
Easily integrate verified nonprofit data into your CRM or marketing platforms with APIs or downloadable formats. AI-Validated Accuracy
Rely on 99% accuracy to minimize wasted outreach efforts and maximize engagement outcomes. Customizable Solutions
Tailor datasets to focus on specific nonprofit types, geographical regions, or areas of social impact to meet your strategic objectives. Strategic APIs for Enhanced Campaigns: Data Enrichment API
Update your internal records with verified nonprofit leader profiles to enhance targeting and engagement. Lead Generation API
Automate lead generation for a consistent pipeline of nonprofit and NGO professionals, scaling your outreach efforts efficiently. Success.ai’s User Profiles Data for Nonprofit and NGO Leader...
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Twitterhttps://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.
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TwitterCC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
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LinkedIn data will be a strong resource for businesses and marketers. Such data is useful as it consists of user profiles, job titles, and company information. LinkedIn is a platform that has around 900 million users around the globe, making this one of the largest networks available. With this material, you can create specific campaigns that speak to professionals. You can take advantage of this database because it is kept fresh, which means it still has corrected contacts and individuals. You are using LinkedIn data that gives you access to business decision-makers and industry leaders. Incorporating this dataset into your marketing plan allows you to consolidate outreach efforts. Find your LinkedIn datasets and revamp your outreach strategy at List To Data! LinkedIn number database assists in reaching the target audience and building relationships; this directory provides you with vital information, including contact and user profiles. An essential database, particularly for B2B marketers. You will have access to a comprehensive list of all the LinkedIn members. By using this data, you can better customize your messaging and increase response rates. Furthermore, this resource is updated often, giving your campaigns access to new leads. You may make your outreach efforts more efficient by using this dataset in your marketing strategy. To improve your B2B marketing success and gain access to premium LinkedIn number databases, visit List To Data!
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TwitterHarness Success.ai's robust LinkedIn and User Profiles Data, featuring extensive insights from 700M+ profiles and 70M+ companies for ideal customer profiling and competitive intelligence. Ensure data-driven decisions with our GDPR-compliant, accurately validated datasets - At Unbeatable Prices.
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TwitterOur database includes about 600 million people globally. We partner with leading go-to-market or recruiting technology companies, as well as data-driven VC firms around the world.
The B2B file offers comprehensive and accurate information with all the firmographic and employee contact data such as email, phone, job title, and LinkedIn URLs. Find and get relevant profiles in seconds based on your criteria. Use multiple filters refine your search, and get records that match your criteria.
Our employee dataset will help you target the right people inside the businesses you want to engage.
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TwitterApache License, v2.0https://www.apache.org/licenses/LICENSE-2.0
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This dataset was created by Lakshay Handa
Released under Apache 2.0
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TwitterData showing the movement of LinkedIn members across the world at the country, industry, and skill level. This dataset is part of the LinkedIn - World Bank Group partnership, which helps governments and researchers understand rapidly evolving labor markets with detailed and dynamic insights. It allows leaders to benchmark and compare labor markets across the world; analyze skills, occupations, migration, and industries; and leverage real-time data to make policy changes. Visualizations for many of these data are available at linkedindata.worldbank.org. The data cover 2015-2019, are refreshed on an annual basis, and are available for 140+ countries.
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TwitterSuccess.ai's LinkedIn Company Data provides an exhaustive dataset of over 70 million business profiles from LinkedIn, offering an unparalleled depth of firmographic data and contact details for companies across the globe. This dataset is meticulously curated to support a wide range of business functions, from market analysis and competitor research to targeted B2B marketing and sales outreach. With verified profiles for a vast array of businesses, from startups to multinational corporations, our data ensures that your engagements are both strategic and effective.
Why Choose Success.ai’s LinkedIn Company Data?
Extensive Global Coverage: Gain access to detailed company profiles from over 70 million businesses worldwide, covering various industries, sizes, and markets. Rich Firmographic Details: Each profile is enriched with comprehensive firmographic data including company size, industry classification, geographic location, and historical firmographic changes. Direct Decision-Maker Access: Secure direct contact details for key decision-makers within these companies, enhancing your networking and outreach strategies. Data Features:
Verified Company Profiles: Leverage profiles that are verified and regularly updated to ensure the highest level of accuracy and relevance. Decision-Maker Contacts: Obtain emails and phone numbers of C-level executives and other pivotal roles within companies to facilitate direct communication. Geographic and Demographic Segmentation: Tailor your data use with advanced filtering options by location, industry, company size, and more, allowing for highly targeted strategies. Flexible Delivery and Integration:
API Access: Seamlessly integrate our LinkedIn Company Data into your existing CRM or marketing automation tools via API, ensuring real-time data synchronization and accessibility. Customizable Data Solutions: Choose from a range of delivery formats including API or static file downloads, depending on your operational needs and preferences. Competitive Pricing with Best Price Guarantee: Success.ai is committed to offering the best value in the market. Our pricing is designed to be competitive, providing you with access to premium data at the most affordable rates, guaranteed.
Ideal Use Cases:
B2B Marketing and Sales: Enhance your B2B marketing campaigns and sales prospecting efforts with direct access to key company contacts and rich firmographic insights. Market Research: Conduct in-depth market research and competitor analysis using detailed company data to inform strategic decisions. Investment and M&A Activities: Identify potential investment opportunities or merger and acquisition targets through detailed insights into company operations and growth. Quality Assurance and Compliance:
Rigorous Data Verification: Our data goes through strict verification processes to ensure accuracy and compliance with global data protection laws such as GDPR and CCPA. Continuous Data Updates: Our datasets are updated regularly to reflect the latest available information, keeping your data relevant and actionable. Dedicated Support and Customization:
Expert Support Team: Our team is available to assist with any specific data requirements or questions you may have, ensuring you maximize the utility of your data. Tailored Data Packages: We provide tailored data packages to meet your specific business needs, allowing for a more personalized data experience. Start Transforming Your Business Strategies Today: With Success.ai’s LinkedIn Company Data, you have the information needed to drive successful business outcomes. Whether you’re aiming to expand your market reach, enhance your B2B engagements, or conduct comprehensive market research, our reliable and extensive dataset is your gateway to achieving these goals.
Contact Success.ai to learn more about our LinkedIn Company Data and how it can revolutionize your business approach.
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TwitterGain access to LinkedIn Data for global creative professionals, including graphic designers, content creators, photographers, and artists, from Success.ai's pool of 700M+ LinkedIn profiles. Includes verified work emails and professional histories. Best price guaranteed.
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TwitterAttribution-ShareAlike 4.0 (CC BY-SA 4.0)https://creativecommons.org/licenses/by-sa/4.0/
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The data comprises job-related information from LinkedIn job postings scraped over a 2-day period. Key features include company details and job-specific information like title, description, and salary. The dataset provides a comprehensive view for exploring factors influencing job posting characteristics and has been reformatted from its original source to improve its compatibility among various machine learning algorithms.
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TwitterSuccess.ai’s LinkedIn Data for Manufacturing Leaders Worldwide provides a powerful dataset designed to connect businesses with decision-makers and professionals in the global manufacturing sector. Covering roles such as plant managers, operations executives, supply chain leaders, and production heads, this dataset offers verified LinkedIn profiles, professional histories, and accurate contact details.
With access to over 700 million verified global profiles, Success.ai ensures your outreach, market research, and partnership strategies are supported by continuously updated, AI-validated data. Backed by our Best Price Guarantee, this solution is indispensable for thriving in the fast-evolving manufacturing landscape.
Why Choose Success.ai’s LinkedIn Data?
Verified Profiles for Targeted Engagement
Comprehensive Global Coverage
Continuously Updated Datasets
Ethical and Compliant
Data Highlights:
Key Features of the Dataset:
Comprehensive Manufacturing Profiles
Advanced Filters for Precision Campaigns
Regional and Industry Insights
AI-Driven Enrichment
Strategic Use Cases:
Marketing Campaigns and Lead Generation
Partnership Development and Collaboration
Market Research and Competitive Analysis
Recruitment and Talent Acquisition
Why Choose Success.ai?
Best Price Guarantee
Seamless Integration
Data Accuracy with AI Validation
Customizable and Scalable Solutions
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TwitterTarget global manufacturing professionals with verified LinkedIn profiles from Success.ai. Includes professional histories, contact details, and decision-maker profiles. Best price guaranteed.
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Twitterrribeiol/linkedin-dataset dataset hosted on Hugging Face and contributed by the HF Datasets community
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Twitterhttps://brightdata.com/licensehttps://brightdata.com/license
The developers dataset is a comprehensive collection of technical professional profiles from LinkedIn, featuring key fields such as profile ID, name, position, technical skills, programming languages, certifications, current company, work experience, education, location, and connections. This dataset is filterable and customizable, allowing you to extract specific developer roles such as Software Engineers, DevOps Engineers, Data Scientists, Full Stack Developers, and other technical professionals. Filter by job titles, skills, programming languages, location, experience level, and more to create targeted datasets. Ideal for technical recruiters, HR departments, B2D marketing teams, market researchers, and companies looking to analyze the technical talent landscape or reach developers with relevant products and services.
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TwitterAccess 700M+ LinkedIn public profiles and 70M+ company records with Success.ai's LinkedIn Data Solutions. Perfect for recruitment, lead generation, and ABM, our datasets are tailored, GDPR-compliant, and supported by our tailored dataset service. We'll beat any price - Guaranteed.
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TwitterMIT Licensehttps://opensource.org/licenses/MIT
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This dataset contains LinkedIn profile comments, capturing user interactions and engagement across various profiles. The dataset can be useful for researchers and developers working on natural language processing (NLP), sentiment analysis, and social media behavior analysis.
Key features of the dataset: Captures LinkedIn comments from various profiles . User engagement insights: Analyze the language and sentiment of comments to gauge user engagement. Potential applications: The dataset is ideal for machine learning projects such as sentiment analysis, text classification, and recommendation systems. This dataset can help with:
Identifying sentiment in LinkedIn comments. Detecting popular or trending topics based on comment activity. Enhancing user engagement analysis on professional networking platforms.