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What Is Talent Intelligence? - HR Daily Advisor Apr 13, 2021 Talent intelligence, as the name implies, is the process of collecting, analyzing, and using information about your market's talent pool, both https://hrdailyadvisor.blr.com/2021/04/13/what-is-talent-intelligence/

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Talent intelligence | LinkedIn Talent Solutions Talent intelligence: the use of data and insights to make people your competitive advantage. Explore how to reshape the talent lifecycle with our insights. https://business.linkedin.com/talent-solutions/talent-intelligence

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Read 2022 Trends Report - The Rise of Talent Intelligence Aug 25, 2021 Talent intelligence gives enterprise organizations a competitive advantage for every aspect of their talent strategy. From attracting to hiring, https://ideal.com/rise-of-talent-intelligence-feature/

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Best Talent Intelligence Software 2022: Compare Reviews on 50+ | G2 The AI at the core of talent intelligence software provides organizations and users with a solution that can learn, personalize, https://www.g2.com/categories/talent-intelligence

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Talent Intelligence – A Recruiter's View But what exactly is it? Talent Intelligence can be defined as the process used by a company to collect and analyse external data regarding their https://www.linkedin.com/pulse/talent-intelligence-recruiters-view-marie-herlihy

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What Is Talent Intelligence? | Human Capital Institute Truly talent intelligentorganizations connect all of the human capital disciplines (recruiting, learning, performance, development, compensation, etc.) and look https://www.hci.org/webcast/what-talent-intelligence

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Our Vision for Talent Intelligence: A New Way to Win in Today's ... Talent Intelligence is a new way to harness data and insights to reinvent and improve every step of the recruitment process. Combining these insights with https://www.linkedin.com/business/talent/blog/product-tips/what-is-talent-intelligence

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Talent Intelligence: Everything to Know to Get Started In a nutshell, talent intelligence enables talent acquisition professionals to mine valuable data and leverage it to make better and more informed hiring and https://www.recruiter.com/recruiting/talent-intelligence-everything-you-need-to-know-to-get-started/

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What is Talent Intelligence? | SAP Blogs Jan 31, 2020 There has been an explosion of Talent Intelligence Platforms over the last couple years and I can understand why – it has the potential to https://blogs.sap.com/2020/01/31/what-is-talent-intelligence/

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Talent Intelligence Collective | Facebook The Talent Intelligence Collective endeavors to develop, support and inspire its members as well as promote ethical integrity and best practice in all https://www.facebook.com/groups/talentintelligencecollective/

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Talent Intelligence and Management Report 2020 Talent Intelligence and Management Report. The_Future_of_Work_is_Personal.jpg The Talent Crisis Is Getting Worse. AI Can Solve It. For the 2019-2020 survey, https://pages.eightfold.ai/Report_Talent_Intelligence_and_Management_Report_2019-2020.html

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retrain.ai Announces Availability of its Talent Intelligence Platform ... PRNewswire/ -- retrain.ai has announced the availability of its Talent Intelligence Platform powered by responsible AI and global skills https://www.prnewswire.com/news-releases/retrainai-announces-availability-of-its-talent-intelligence-platform-driven-by-an-industry-leading-global-skills-framework-and-responsible-ai-with-bias-prevention-capabilities-301517479.html

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What is Talent Intelligence? Talent intelligence is the use of external data, including skills, people, real estate and business continuity, to inform strategic business https://blog.sevensteprpo.com/what-is-talent-intelligence

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Sr. Talent Intelligence Analyst in Irving, TX, , | Gartner Careers About this Role: The Sr Talent Intelligence Analyst focuses on proactively identifying market hiring trends, initiatives & rewards in our key candidate https://jobs.gartner.com/jobs/job/63686-sr-talent-intelligence-analyst/

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Talent Intelligence The competitive advantage of talent intelligence is therefore moving from data access to data analytics, insights and actionable intelligence. At Philips, we https://www.armstrongcraven.com/uploads/talent_intelligence_why_what_and_how_a_guide_to_commercially_successful_talent_inte2.pdf

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Leveraging Talent Intelligence to Address Broad Business Challenges Aug 19, 2020 Talent intelligence is particularly powerful in times of change, during which decisive data-backed decision-making becomes vital. Certainly, we' https://www.ere.net/leveraging-talent-intelligence-to-address-broad-business-challenges/

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Bryq: Leading AI Talent Intelligence Solution - for hiring, growing ... Bryq is the leading AI Talent Intelligence solution, enabling better and faster decisions in hiring, growing and retaining talent. https://www.bryq.com/

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Total Talent Intelligence - PRO Unlimited PRO's Total Talent Intelligence solutions enable companies to easily leverage PRO's massive data ocean of market-rate and talent intelligence when, https://prounlimited.com/resources-total-talent-intelligence.php

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The Rise of the Talent Intelligence Platform A talent intelligence platform integrates insights about workers – their skills, capabilities, experiences, career aspirations, performance, demographics,. https://media.trustradius.com/product-downloadables/V0/W0/WJDDJTF4GJ44.pdf

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Ceridian Introduces Dayforce Talent Intelligence Talent intelligence is a new area of talent management that uses AI in conjunction with disparate datasets to allow organizations to https://www.ceridian.com/au/company/newsroom/2021/ceridian-introduces-dayforce-talent-intelligence

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Introducing Lever Talent Intelligence Powered by Tableau ... Apr 22, 2019 Lever Talent Intelligence Powered by Tableau® delivers analytics in an approachable, highly visual format to fuel strategic discussions with https://www.lever.co/blog/introducing-lever-talent-intelligence-powered-by-tableau-making-talent-analytics-approachable/

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Talent Intelligence Collective Podcast on Apple Podcasts A podcast about all aspects of Talent Intelligence, Talent Research, Talent Analytics, Labor Intelligence, Human Capital Intelligence, Competitor Labor https://podcasts.apple.com/us/podcast/talent-intelligence-collective-podcast/id1533634924

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Talent Intelligence: Corporate Training | ✔️ Certified Soft Skills ... Talent Intelligence is a Malaysia based, ✔️ HRDF Certified company that provide various corporate training such as soft skills training, https://talent-intelligence.asia/

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Eightfold Talent Intelligence Platform (TIP) Reviews, Ratings, and ... Top Talent Intelligence Platform (TIP) Alternatives. Other vendors considered by reviewers before purchasing from Eightfold. 9% considered Workday. https://www.gartner.com/reviews/market/talent-management-suites/vendor/eightfold/product/tip

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Precision talent intelligence Precision talent intelligence. The definitive four dimensions of talent and leadership provide a proven framework for talent assessment to aid hiring, https://www.kornferry.com/insights/this-week-in-leadership/precision-talent-intelligence-definitive-four-dimensions-leadership-and-talent

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A Guide to Implementing a Talent Intelligence Platform | Talent Tech ... In short, Talent Intelligence platforms are a foundational tool for gathering and sorting through data about jobs and people and combining data https://talenttechlabs.com/blog/guide-implementing-talent-intelligence-platform/

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Lever Talent Intelligence | ADP Marketplace This is an add-on to Lever Hire) Lever Talent Intelligence is Lever's advanced analytics platform. With professional services and customizable dashboards, https://apps.adp.com/en-US/apps/230377/lever-talent-intelligence

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Talent Intelligence and the Future of Work: What is Sustainable? n this program, K. Anja Wynne of Wynne Consulting will describe how you can gain the tools to equitably move your organization's culture forward. https://www.shrm.org/learningandcareer/learning/webcasts/pages/0721wynne.aspx

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Talent Intelligence Lead, ADP Job #219248, Roseland, NJ, US The Talent Intelligence Lead will leverage external labor market data, internal data and research to inform our talent & recruiting https://jobs.adp.com/job/15211548/talent-intelligence-lead-roseland-nj/

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SAP iXp Intern - Talent Intelligence Consultant Position title: SAP iXp Intern - Talent Intelligence Consultant. Location: Remote work - Newtown Square. Expected start date: ASAP. https://jobs.sap.com/job/Newtown-Square-SAP%C2%A0iXp-Intern-Talent-Intelligence-Consultant-PA-19073/788136701/

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SeekOut Named an IDC Innovator for Talent Intelligence Platforms ... Defined by IDC, Talent Intelligence (TI) is the gathering and subsequent analysis of internal and/or external labor data in order to inform talent strategies https://seekout.com/company-announcements/the-one-question-every-business-owner-must-be-able-to-answer-correctly/

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Thomas recognised as a Leader in Pre-Employment Testing and ... Apr 27, 2021 Specifically, Thomas is ranked among the top 5 for Pre-Employment Testing providers and in the top 3 for Talent Intelligence software. https://www.thomas.co/resources/type/thomas-news/thomas-recognised-leader-pre-employment-testing-and-talent-intelligence

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Talent Intelligence - YouTube Join us for the 5th year of Talent Ecosystem Conference this August 17th, 2017! TEC has become a highly anticipated HR Conference to foster openness in https://www.youtube.com/channel/UCveHNFBHiQsmGu9XFQYiWyg

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Talent Intelligence Associate Manager (remote) in New York, NY, US Mar 16, 2022 New career opportunity! Stryker is hiring. Apply today to join our family: Talent Intelligence Associate Manager (remote) in New York, NY, https://careers.stryker.com/job/15298545/talent-intelligence-associate-manager-remote-chicago-il/

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Implementation Specialist, AWS Global Talent Intelligence - Job ID ... Amazon Web Services Talent Acquisition's Global Talent Intelligence Team (AWS TA GTI) is looking for an Implementation Specialist to support the infusion https://jobs-us-east.amazon.com/en/jobs/1865285/implementation-specialist-aws-global-talent-intelligence

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Talent Intelligence Platform For HR | retrain.ai retrain.ai took our data to the next level, providing actionable insights and an x-ray vision to our workforce's key metrics and help us strategize our https://www.retrain.ai/

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Corporate Talent Intelligence - Jobfeed Corporate Talent Intelligence. Competing for the best talent? Get reliable labor market data for strategic workforce planning, benchmarking, forecasting, https://www.jobfeed.com/solution/corporate-hr/

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Loxo Talent Intelligence Platform and #1 AI-Based Recruiting CRM ... Apr 20, 2021 Loxo Talent Intelligence Platform and #1 AI-Based Recruiting CRM Continues to Strengthen Its Commitment to Security and Privacy · Leading AI https://loxo.co/blog/loxo-talent-intelligence-platform-and-1-ai-based-recruiting-crm-continues-to-strengthen-its-commitment-to-security-and-privacy/

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The Talent Intelligence Collective Archives » #ChatTalent The Talent Intelligence Collective develops, supports and inspires its members as well as promoting ethical integrity and best practice in all aspects of https://www.chattalent.com/category/community-content/the-talent-intelligence-collective/

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Talent Intelligence Platform | SkillSurvey SkillSurvey has built a talent intelligence platform, inspired by billions of data points, proven science and actionable information to empower talent https://www2.skillsurvey.com/product-suite/talent-intelligence/

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Talent Analytics and HR Intelligence | Randstad Sourceright Learn how our proprietary talent analytics platform, TalentRadar, no one else can offer when it comes to talent analytics and predictive intelligence. https://www.randstadsourceright.com/talent-innovation/talent-analytics/

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Crosschq.com - Talent Intelligence Cloud™ | Hire. Retain. Better. Modern cloud-based, data-drivenrecruiting software powered by Human Intelligence Hiring™. Hire, Retain. Better. Crosschq . https://www.crosschq.com/

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What is Talent Intelligence? | TalentLyft Talent intelligence refers to the process where companies collect and analyze data regarding their competition's talent, discovering what makes their workers https://www.talentlyft.com/en/resources/what-is-talent-intelligence

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Developing Fairness Rules for Talent Intelligence Management ... Applying artificial intelligence (AI) to analyze large-scale data, talent intelligence management system (TIMS) is intended to address the https://scholarspace.manoa.hawaii.edu/handle/10125/64462

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Talent Intelligence Platform for HR | AI-powered HR software - Draup Draup is an AI-driven Talent Intelligence Platform that helps HR leaders to plan hire & skill a future-ready workforce. Contact us for demo. https://draup.com/talent/

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Senior Manager Data Scientist, Talent Intelligence, Global Talent ... DESCRIPTION. Job summary. Amazon Web Services Talent Acquisition's Global Talent Intelligence (AWS TA GTI) Program is seeking a Data Scientist. https://www.amazon.jobs/jobs/1957060/senior-manager-data-scientist-talent-intelligence-global-talent-intelligence?cmpid=bsp-amazon-science

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Director, Global Talent Intelligence in Redmond, Washington, United ... Apply for Director, Global Talent Intelligence job with Microsoft in Redmond, Washington, United States. Human Resources at Microsoft. https://careers.microsoft.com/professionals/us/en/job/1306914/Director-Global-Talent-Intelligence

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Talent Intelligence Reviews | Glassdoor 48 Talent Intelligence reviews. A free inside look at company reviews and salaries posted anonymously by employees. https://www.glassdoor.com/Reviews/Talent-Intelligence-Reviews-E264892.htm

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Lever Talent Intelligence – Lever Support Lever Talent Intelligence · Lever Talent Intelligence Version 5. This section contains articles about how to use the twelve out-of-the-box dashboards that come https://help.lever.co/hc/en-us/sections/4508526443021-Lever-Talent-Intelligence

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List of Top Talent Intelligence Tools 2022 Talent Intelligence tools centralize and analyze talent data to inform HR decisions, particularly recruiting and hiring decisions. Talent intelligence tools https://www.trustradius.com/talent-intelligence

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Why your company needs a talent intelligence team | Hiring Success While often times recruiting is brought in to hire talent for a new location after it has been decided, a talent intelligence team ensures that TA has a seat at https://hiringsuccess.com/why-your-company-needs-a-talent-intelligence-team/

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Platform Overview - Censia How Censia Talent Intelligence Works Continuous, comprehensive, and actionable insights across the entire talent management lifecycle help you scale quickly, https://www.censia.com/platform-overview/

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Achieve Your Talent Intelligence Goals in 2019 | Cognizant Dec 28, 2018 Talent Intelligence will be the foundation of a long-overdue remodel of work. But before you can reap the rewards, there's one big hurdle https://www.cognizant.com/futureofwork/article/the-new-rules-of-talent-intelligence-to-take-on-the-big-brother-burden

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Eightfold Talent Intelligence Platform - Eightfold.ai - Oracle Cloud ... Retain, Reskill and Hire with AI #### Retain, Reskill and Hire more effectively with AI. https://cloudmarketplace.oracle.com/marketplace/en_US/listing/76087233

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Talent Intelligence Enspira elevates talent intelligence by providing a comprehensive analysis of functions and associates to ensure that your best people are in the right https://www.enspirahr.com/capabilities/talent-intelligence

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AI-Powered Talent Platform Phenom Raises $100 Million Apr 14, 2021 The platform's intelligence is based on a vast dataset that includes 1 billion candidate profiles in 180 countries, 400 million jobs, 154 https://research.g2.com/insights/ai-powered-talent-platform-phenom-raises-100-million

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Talent Intelligence: How It's Defining the 2021 Recruitment Landscape Read this blog to understand how talent intelligence is helping companies adapt to the changing reality of pandemic efficiently. https://www.infojiniconsulting.com/blog/talent-intelligence-defining-2021-recruitment/

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[White Paper] [White Paper]

[White Paper] Talent Intelligence Platforms: Using Data for Hiring ... Oct 11, 2021 [White Paper] Talent Intelligence Platforms: Using Data for Hiring and retain top talent, offers valuable insights on what employers can https://hrexecutive.com/white-paper-talent-intelligence-platforms-using-data-for-hiring-and-grooming-new-leaders/

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Talent Intelligence Bonuses | PayScale Dec 28, 2020 Learn how much Talent Intelligence employees earn in bonuses from data reported by real employees. See how you compare with a free salary https://www.payscale.com/research/US/Employer=Talent_Intelligence/Bonus

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The difference between talent recruitment and talent intelligence ... Mar 18, 2022 Talent intelligence is about using more than just recruitment companies and the 'talent intelligence' undertaken at Armstrong Craven. https://www.hcamag.com/nz/specialisation/recruitment/the-difference-between-talent-recruitment-and-talent-intelligence/399046

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Success: Talent, Intelligence or Beauty? By Olivier Gergaud and Victor Ginsburgh; Abstract: We analyze the Celebrity 100 annual list of the world's most “powerful celebrities” compiled and https://econpapers.repec.org/RePEc:eca:wpaper:2013/69477

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Developing Fairness Rules for Talent Intelligence Management ... Applying artificial intelligence (AI) to analyze large-scale data, talent intelligence management system (TIMS) is intended to address the talent management https://aisel.aisnet.org/hicss-53/os/promises_and_perils_of_ai/4/

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Talent, Recruiting, and Career Mobility – JOSH BERSIN Companies in almost all sectors are experiencing talent shortages as well as retention issues. The Rise of the Talent Intelligence Platform. First name*. https://joshbersin.com/research/talent-recruiting-and-career-mobility/

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Workforce Logiq's Total Talent Intelligence® Platform Now Available ... Workforce Logiq, a global provider of AI-powered workforce intelligence, technology, and services, today announces the availability of its https://www.businesswire.com/news/home/20210608005376/en/Workforce-Logiq%E2%80%99s-Total-Talent-Intelligence%C2%AE-Platform-Now-Available-in-the-UK

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Talent Intelligence Should Be Part of Workforce Planning - #HR ... Mar 30, 2021 Data is the key driver of retention and recruiting. Talent intelligence connects candidates, fit and culture to optimize new hire success. https://www.hrbartender.com/2021/recruiting/talent-intelligence-workforce-planning/

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Ep 238: The Rise Of Talent Intelligence - The Recruiting Future ... Jan 22, 2020 In this episode, Matt Alder talks to Marlieke Pols, Talent Intelligence Analyst at Philips, about the growing importance of data driven https://recruitingfuture.com/2020/01/ep-238-the-rise-of-talent-intelligence/

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Entries are Open for the 2021 Talent Intelligence Awards Oct 18, 2021 Talent intelligence is a rapidly evolving domain of people strategy, and we think it deserves some recognition. To celebrate the best, https://www.stratigens.com/news/insights/2021-ti-awards

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On Talent Intelligence Work : an Interview with Kim Haemmerle | INALJ Jun 12, 2020 Q1: Thanks so much for taking the time to help us better understand what Talent Intelligence work is and how LIS folk can get into this http://inalj.com/?p=108392

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Crosschq Acquires TalentWall to Expand Talent Intelligence Cloud ... May 20, 2022 Crosschq acquired TalentWall, the creators of a recruiting analytics platform that's designed to help talent acquisition teams hire more https://www.hcmtechnologyreport.com/crosschq-acquires-talentwall-to-expand-talent-intelligence-cloud-platform/

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Talent Intelligence - Overview, News & Competitors | ZoomInfo.com Talent Intelligence is a global staffing agency. The company offers services including talent searches, talent insights, business development, https://www.zoominfo.com/c/talent-intelligence-inc/353877560

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Talent Intelligence: What You Need to Know to Identify and Measure ... May 10, 2013 Talent Intelligence book. Read reviews from world's largest community for readers. The challenge with most companies' talent intelligence is https://www.goodreads.com/book/show/17219713-talent-intelligence

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Talent Intelligence - Videos | Facebook Talent Intelligence. Consulting Agency. Closed Now. ·. 9:00 AM - 5:00 PM. Like. Liked. HomeReviewsPhotosVideosPostsCommunity. Most Popular. WATCHED. https://m.facebook.com/talentintelasia/videos/?ref=page_internal

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Natalie Jones - Executive Assistant - Talent Intelligence | LinkedIn View Natalie Jones' profile on LinkedIn, the world's largest professional community. Natalie has 3 jobs listed on their profile. See the complete profile on https://au.linkedin.com/in/natalie-jones-3a028316

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Anastasiia Kolos - Global Talent Intelligence Manager - Philips ... Generation and analysis of talent and market intelligence to influence the company buy VS build strategy. Competitive org benchmarking and go to market https://nl.linkedin.com/in/anastasiia-kolos/en

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Career Resources for the Modern Librarian | Career resources ... Jul 13, 2021 Competitive Intelligence, Research, It Hurts. The Competitive Environment Sharp, Infographic Description Competitive Talent Intelligence. https://www.pinterest.com/pin/498210777508862530/

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Harrington Starr on Twitter: "We are here at the LinkedIn Talent ... We are here at the LinkedIn Talent Intelligence Summit! Looking forward to a great, informative day! Image. 9:45 AM · ·Buffer. https://twitter.com/HarringtonStarr/status/927834446438551552

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Agenda | Cultivate '22: Eightfold Talent Summit In this session, you'll learn about the contingent workforce ecosystem, how data and total talent intelligence are playing a critical role, key disruption https://cultivate.eightfold.ai/agenda/session/831394

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Four questions every leader needs to ask about talent management Purpose – The authors aim to examine the use of talent intelligence – the understanding that businesses have of the skills, expertise and qualities of their https://www.emerald.com/insight/content/doi/10.1108/SHR-09-2013-0092/full/pdf

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Agenda | Cultivate '22 Europe: Eightfold Talent Summit Cultivate Europe, Eightfold's annual Talent Summit, is the premier HR Delivering Talent Intelligence Every Day: An Update on Eightfold's Product Vision https://cultivateeurope.eightfold.ai/agenda/speakers/1628384

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News Archive - Page 12 of 17 - RecruitingDaily Eightfold AI raised a $220 million in Series E funding, and will use the investment to continue developing its Talent Intelligence Platform and expand its https://recruitingdaily.com/news/page/12/

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Workforce Solutions Webinar – Background Screening In ... Leverage AI to drive total talent intelligence. Learn how to prepare your own predictive contingent workforce program to successfully https://www2.staffingindustry.com/Webinars/North-American-Buyer-Webinars/Buyer-Webinars/Archived-Webinars/Workforce-Solutions-Webinar-Driving-Competitive-Edge-in-a-Hyper-Uncertain-Talent-Market-Harnessing-Predictive-Tools-and-Analytics

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Talent Intelligence | HiringSolved Talent Intelligence applies Artificial Intelligence (AI) and advanced machine learning algorithms to the vast amounts of internal candidate data that https://hiringsolved.com/our-solution/talent-intelligence/

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Talent Intelligence Services | Talent Insights | NSCG Talent intelligence services Your talent is your biggest asset. And usually the biggest cost. It's why getting talent strategy right, and using data-driven https://nscg.com/talent-intelligence/

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IDC Innovators: Talent Intelligence Platforms, 2020 "Talent intelligence (TI) platforms are at the forefront of a growing category within the talent acquisition (TA) and human resources (HR) functions. https://www.idc.com/getdoc.jsp?containerId=US46115220

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Talent Intelligence and Its Impact on Recruiting Activities - SutiSoft Sep 20, 2021 Talent Intelligence tools provide a holistic view of candidates and help HR teams make better strategic decisions around talent. https://www.sutisoft.com/blog/talent-intelligence-and-its-impact-on-recruiting-activities/

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Talent Intelligence - By Toby Culshaw : Target Read reviews and buy Talent Intelligence - by Toby Culshaw at Target. Choose from Same Day Delivery, Drive Up or Order Pickup. Free standard shipping with https://www.target.com/p/talent-intelligence-by-toby-culshaw/-/A-85679908

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Searchlight puts new capital to work with expanded talent ... Dec 20, 2021 puts new capital to work with expanded talent intelligence tools Talent comes in all shapes and sizes, and Searchlight is the latest https://techcrunch.com/2021/12/20/searchlight-talent-intelligence-tools/

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retrain.ai Announces Availability of its Talent Intelligence Platform retrain.ai has announced the availability of its Talent Intelligence Platform powered by responsible AI and global skills framework. https://trainingindustry.com/press-release/learning-technologies/retrain-ai-announces-availability-of-its-talent-intelligence-platform/

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Semantic Variability Score

— modulates diversity of the discourse network how it works?

The score is calculated based on how modular the structure of the graph is (> 0.4 means the clusters are distinct and separate from one another = multiple perspectives). It also takes into account how the most influential nodes are dispersed among those clusters (higher % = lower concentration of power in a particular cluster).

Actionable Insight:

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We distinguish 4 states of variability in your discourse. We recommend that a well-formed discourse should go through every stage during its evolution (in several iterations).

1 - (bottom left quadrant) — biased — low variability, low diversity, one central idea (genesis and introduction stage).
2 - (top right) - focused - medium variability and diversity, several concepts form a cluster (coherent communication stage).
3 - (bottom right) - diversified — there are several distinct clusters of main ideas present in text, which interact on the global level but maintain specificity (optimization and reflection stage).
4 - (left top) — dispersed — very high variability — there are disjointed bits and pieces of unrelated ideas, which can be used to construct new ideas (creative reformulation stage).

Read more in the cognitive variability help article.

Your Workflow Variability:

Shows to what extent you explored all the different states of the graph, from uniform and regular to fractal and complex. Read more in the cognitive variability help article.

You can increase the score by adding content into the graph (your own and AI-generated), as well as removing the nodes from the graph to reveal latent topics and hidden patterns.

Phases to Explore:

Main Topical Clusters & High-Level Ideas

The topical clusters are comprised of the nodes (words) that tend to co-occur together in the same context (next to each other).

We use a combination of clustering and graph community detection algorithm (Blondel et al based on Louvain) to identify the groups of nodes are more densely connected together than with the rest of the network. They are aligned closer to each other on the graph using the Force Atlas algorithm (Jacomy et al) and are given a distinct color.

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Most Influential Keywords & Concepts

The most influential nodes are either the ones with the highest betweenness centrality — appearing most often on the shortest path between any two randomly chosen nodes (i.e. linking the different distinct communities) — or the ones with the highest degree.

We use the Jenks elbow cutoff algorithm to select the top prominent nodes that have significantly higher influence than the rest.

Click the Reveal Underlying Ideas button to remove the most influential words (or the ones you select) from the graph, to see what terms are hiding behind them.

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Network Structure:

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The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.

Download: TXT Report CSV Report More Options

Structural Gap Insight

(topics to connect)

A structural gap shows the two distinct communities (clusters of words) in this graph that are important, but not yet connected. That's where the new potential and innovative ideas may reside.

This measure is based on a combination of the graph's connectivity and community structure, selecting the groups of nodes that would either make the graph more connected if it's too dispersed or that would help maintain diversity if it's too connected.

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Discourse Entrance Points

(concepts with the highest influence / frequency ratio)

These nodes have unusually high rate of influence (betweenness centrality) to their frequency — meaning they may appear not as often as the most influential nodes but they are important narrative shifting points.

These are usually effective entrance points into the discourse, as they link different topics together and have high inlfuence, but not too many connections, which makes them more accessible.

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Emerging Keywords

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Evolution of Topics

(number of occurrences per text segment)

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The chart shows how the main topics and the most influential keywords evolved over time. X-axis: time period (split into 10% blocks). Y-axis: cumulative number of occurrences.

Drag the slider to see how the narrative evolved over time. Select the checkbox to recalculate the metrics at every step (slower, but more precise).

Main Topics

(according to Latent Dirichlet Allocation):

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LDA stands for Latent Dirichlet Allocation — it is a topic modelling algorithm based on calculating the maximum probability of the terms' co-occurrence in a particular text or a corpus.

We provide this data for you to be able to estimate the precision of the default InfraNodus topic modeling method based on text network analysis.

Most Influential Words

(main topics and words according to LDA):

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We provide LDA stats for comparison purposes only. It works with English-language texts at the moment. More languages are coming soon, subscribe @noduslabs to be informed.

Sentiment Analysis

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We analyze the sentiment of each statement to see whether it's positive, negative, or neutral. You can filter the statements by sentiment (clicking above) and see what kind of topics correlate with every mood.

The approach is based on AFINN and Emoji Sentiment Ranking

Use the Bert AI model for English, Dutch, German, French, Spanish and Italian to get more precise results (slower). Standard model is faster, works for English only, is less precise, and is based on a fixed AFINN dictionary.

Concept Relation Analysis:

please, select the node(s) on the graph or in the table below to see their connections...

Use this feature to compare contextual word co-occurrences for a group of selected nodes in your discourse. Expand the list by clicking the + button to see all the nodes your selected nodes are connected to. The total influence score is based on betweenness centrality measure. The higher is the number, the more important are the connections in the context of the discourse.

Top Relations in 4-grams

(bidirectional, for directional bigrams see the CSV table below):

The most prominent relations between the nodes that exist in this graph are shown above. We treat the graph as undirected by default. Occurrences shows the number of the times a relationship appears in a 4-gram window. Weight shows the weight of that relation.

As an option, you can also downloaded directed bigrams above, in case the direction of the relations is important (for any application other than language).

Text Statistics:

Word Count	Unique Lemmas	Characters	Lemmas Density
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Text Network Statistics:

Discourse Network Structure Insights

mind-viral immunity:

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stucture:

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The higher is the network's structure diversity and the higher is the alpha in the influence propagation score, the higher is its mind-viral immunity — that is, such network will be more resilient and adaptive than a less diverse one.

In case of a discourse network, high mind-viral immunity means that the text proposes multiple points of view and propagates its influence using both highly influential concepts and smaller, secondary topics.

We recommend to try to increase mind-viral immunity for texts that have a low score and to decrease it for texts that have a high score. This ensures that your discourse will be open, but not dispersed.

The higher is the diversity, the more distinct communities (topics) there are in this network, the more likely it will be pluralist.

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Discourse Advice:

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Narrative Influence Propagation:

The chart above shows how influence propagates through the network. X-axis: lemma to lemma step (narrative chronology). Y-axis: change of influence.

The more even and rhythmical this propagation is, the stronger is the central idea or agenda (see alpha exponent below ~ 0.5 or less).

The more variability can be seen in the propagation profile, the less is the reliance on the main concepts (agenda), the stronger is the role of secondary topical clusters in the narrative.

propagation dynamics: | alpha exponent: (based on Detrended Fluctuation Analysis of influence)

We plot the narrative as a time series of influence (using the words' betweenness score). We then apply detrended fluctuation analysis to identify fractality of this time series, plotting the log2 scales (x) to the log2 of accumulated fluctuations (y). If the resulting loglog relation can be approximated on a linear polyfit, there may be a power-law relation in how the influence propagates in this narrative over time (e.g. most of the time non-influential words, occasionally words with a high influence).

Using the alpha exponent of the fit (which is closely related to Hurst exponent)), we can better understand the nature of this relation: uniform (pulsating | alpha <= 0.65), variable (stationary, has long-term correlations | 0.65 < alpha <= 0.85), fractal (adaptive | 0.85 < alpha < 1.15), and complex (non-stationary | alpha >= 1.15).

For maximal diversity, adaptivity, and plurality, the narrative should be close to "fractal" (near-critical state). For fiction, essays, and some forms of poetry — "uniform". Informative texts will often have "variable + stationary" score. The "complex" state is an indicator that the text is always shifting its state.

Degree Distribution:

(based on kolmogorov-smirnov test)

Using this information, you can identify whether the network has scale-free / small-world (long-tail power law distribution) or random (normal, bell-shaped distribution) network properties.

This may be important for understanding the level of resilience and the dynamics of propagation in this network. E.g. scale-free networks with long degree tails are more resilient against random attacks and will propagate information across the whole structure better.

If a power-law is identified, the nodes have preferential attachment (e.g. 20% of nodes tend to get 80% of connections), and the network may be scale-free, which may indicate that it's more resilient and adaptive. Absence of power law may indicate a more equalized distribution of influence.

Kolmogorov-Smirnov test compares the distribution above to the "ideal" power-law ones (^1, ^1.5, ^2) and looks for the best fit. If the value d is below the critical value cr it is a sign that the both distributions are similar.