People analytics
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People analytics uses data science techniques like machine learning and pattern recognition on employee data to generate insights and reports that can help businesses make smarter talent and operational decisions. These insights can improve workforce effectiveness, engagement, recruitment, retention and performance while also increasing sales and reducing fraud and accidents. While gathering and preparing big people data poses some challenges, people analytics has the potential to boost business growth by helping companies develop skills, improve culture and forecast the future.
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Description
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Description
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Speaker
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Big data and hr
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- Examples are provided of how the speaker focused on quick wins to build credibility, developed a framework to help stakeholders ask strategic questions, and is leveraging analytics across the talent lifecycle.
- Case examples show how the speaker used analytics to help with engineering hiring needs, improve operational planning and retention, and identify critical skills and attractive hiring regions.
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办理魁北克大学成绩单|购买加拿大UQAM成绩单文凭定制taqyed 真实可查毕业证加拿大文凭购买，加拿大文凭定制，加拿大魁北克大学文凭补办【q薇1954292140】专业在线定制加拿大大学文凭成绩单用纸，定做加拿大本科文凭，【q薇1954292140】复制加拿大Université du Québec à Montréal completion letter。在线快速补办加拿大本科毕业证、硕士文凭证书，购买加拿大学位证、魁北克大学Offer，加拿大大学文凭在线购买。高仿真还原加拿大文凭证书和外壳，定制加拿大魁北克大学成绩单和信封。毕业证网上可查学历信息UQAM毕业证【q薇1954292140】办理加拿大魁北克大学毕业证(UQAM毕业证书)【q薇1954292140】毕业证外壳魁北克大学offer/学位证办学位证、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决魁北克大学学历学位认证难题。
特殊原因导致无法毕业，也可以联系我们帮您办理相关材料：
１：在魁北克大学挂科了，不想读了，成绩不理想怎么办？？？
2：打算回国了，找工作的时候，需要提供认证《UQAM成绩单购买办理魁北克大学毕业证书范本》【Q/WeChat：1954292140】Buy Université du Québec à Montréal Diploma《正式成绩单论文没过》有文凭却得不到认证。又该怎么办？？？加拿大毕业证购买，加拿大文凭购买，
3：回国了找工作没有魁北克大学文凭怎么办？有本科却要求硕士又怎么办？
帮您解决在加拿大魁北克大学未毕业难题（Université du Québec à Montréal）文凭购买、毕业证购买、大学文凭购买、大学毕业证购买、买文凭、日韩文凭、英国大学文凭、美国大学文凭、澳洲大学文凭、加拿大大学文凭（q薇1954292140）新加坡大学文凭、新西兰大学文凭、爱尔兰文凭、西班牙文凭、德国文凭、教育部认证，买毕业证，毕业证购买，买大学文凭，购买日韩毕业证、英国大学毕业证、美国大学毕业证、澳洲大学毕业证、加拿大大学毕业证（q薇1954292140）新加坡大学毕业证、新西兰大学毕业证、爱尔兰毕业证、西班牙毕业证、德国毕业证，回国证明，留信网认证，留信认证办理，学历认证。从而完成就业。
如果您在英、加、美、澳、欧洲等留学过程中或回国后：
1、在校期间因各种原因未能顺利毕业《UQAM成绩单工艺详解》【Q/WeChat：1954292140】《Buy Université du Québec à Montréal Transcript快速办理魁北克大学教育部学历认证书毕业文凭证书》，拿不到官方毕业证；
2、面对父母的压力，希望尽快拿到；
3、不清楚认证流程以及材料该如何准备；
4、回国时间很长，忘记办理；
5、回国马上就要找工作《正式成绩单魁北克大学学历认证失败怎么办》【q薇1954292140】《成绩单水印UQAM成绩单如何办理》办给用人单位看；
6、企事业单位必须要求办理的；
7、需要报考公务员、购买免税车、落转户口、申请留学生创业基金。
加拿大文凭魁北克大学成绩单，UQAM毕业证【q薇1954292140】办理加拿大魁北克大学毕业证(UQAM毕业证书)【q薇1954292140】学历认证失败怎么办魁北克大学offer/学位证成绩单制作案例、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决魁北克大学学历学位认证难题。
【q薇1954292140】办理魁北克大学毕业证(UQAM毕业证书)毕业证范本【q薇1954292140】魁北克大学offer/学位证、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作加拿大魁北克大学毕业证(UQAM毕业证书)学历学位证制作
主营项目：
1、真实教育部国外学历学位认证《加拿大毕业文凭证书快速办理魁北克大学在线制作假学位证》【q薇1954292140】《论文没过魁北克大学正式成绩单》，教育部存档，教育部留服网站100%可查.
2、办理UQAM毕业证，改成绩单《UQAM毕业证明办理魁北克大学毕业证书购买》【Q/WeChat：1954292140】Buy Université du Québec à Montréal Certificates《正式成绩单论文没过》，魁北克大学Offer、在读证明、学生卡、信封、证明信等全套材料，从防伪到印刷，从水印到钢印烫金，高精仿度跟学校原版100%相同.
3、真实使馆认证（即留学人员回国证明），使馆存档可通过大使馆查询确认.
4、留信网认证，国家专业人才认证中心颁发入库证书，留信网存档可查.
《魁北克大学学位证书制作代办流程加拿大毕业证书办理UQAM学位证学生卡录取书》【q薇1954292140】学位证1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。
成绩单购买最佳渠道加拿大文凭魁北克大学成绩单【q薇1954292140】复刻成绩单加拿大魁北克大学毕业证(UQAM毕业证书)研究生学历文凭 魁北克大学毕业证办理，修改成绩单GPA加拿大魁北克大学文凭办理，加拿大魁北克大学成绩单办理和真实留信认证、留服认证、魁北克大学学历认证。学院文凭定制，魁北克大学原版文凭补办，扫描件文凭定做，100%文凭复刻。【q薇1954292140】Buy Université du Québec à Montréal Diploma购买美国毕业证，购买英国毕业证，购买澳洲毕业证，购买加拿大毕业证，以及德国毕业证，购买法国毕业证（q薇1954292140）购买荷兰毕业证、购买瑞士毕业证、购买日本毕业证、购买韩国毕业证、购买新西兰毕业证、购买新加坡毕业证、购买西班牙毕业证、购买马来西亚毕业证等。包括了本科毕业证，硕士毕业证。
留信认证的作用：
1. 身份认证：留信认证可以证明你的留学经历是真实的，且你获得的学历或学位是正规且经过认证的。这对于一些用人单位来说，尤其是对留学经历有高度要求的公司（如跨国公司或国内高端企业），这是非常重要的一个凭证。
专业评定：留信认证不仅认证你的学位证书，还会对你的所学专业进行评定。这有助于展示你的学术背景，特别是对于国内企业而言，能够清楚了解你所学专业的水平和价值。
国家人才库入库：认证后，你的信息将被纳入国家人才库，并且可以在国家人才网等平台上展示，供包括500强企业等大型公司挑选和聘用人才。这对于回国找工作特别是进入大公司，具有非常积极的作用。
2. 留信认证对就业的好处
提高竞争力：通过留信认证，尤其是对你所学专业的认证，可以大大提高你在国内求职时的竞争力。许多企业对留学生背景和所学专业有很高的要求，认证后的信息能够帮助企业快速识别符合条件的候选人。
增强信任度：企业往往会对没有认证的学历背景产生疑虑，而留信认证为你的学历背景提供了第三方权威机构的背书，增强了雇主的信任。
MusicAggregators and comparissons distributions.pdf
MusicAggregators and comparissons distributions.pdfirramos8843 Main Reason: Its flat annual fee and unlimited uploads make it cost-effective for independent artists with multiple releases.
Developing a Music Distribution Plan for Bri La Pelúa
Developing a Music Distribution Plan for Bri La Pelúairramos8843 Music distribution plan for Bri"La Pelúa"
RAGing Against the Literature: LLM-Powered Dataset Mention Extraction - prese...
RAGing Against the Literature: LLM-Powered Dataset Mention Extraction - prese...suchanadatta3 Dataset Mention Extraction (DME) is a critical task in the field of scientific information extraction, aiming to identify references to datasets within research papers. In this paper, we explore two advanced methods for DME from research papers, utilizing the
capabilities of Large Language Models (LLMs). The first method employs a language model with a prompt-based framework to extract dataset names from text chunks, utilizing patterns of dataset mentions as guidance. The second method integrates the Retrieval-Augmented Generation (RAG) framework, which enhances dataset extraction through a combination of keyword-based filtering, semantic retrieval, and iterative refinement.
加拿大成绩单购买原版(UC毕业证书)卡尔加里大学毕业证文凭
加拿大成绩单购买原版(UC毕业证书)卡尔加里大学毕业证文凭taqyed 官方办理文凭加拿大文凭购买，加拿大文凭定制，加拿大卡尔加里大学文凭补办【q薇1954292140】专业在线定制加拿大大学文凭可查文凭定购，定做加拿大本科文凭，【q薇1954292140】复制加拿大The University of Calgary completion letter。在线快速补办加拿大本科毕业证、硕士文凭证书，购买加拿大学位证、卡尔加里大学Offer，加拿大大学文凭在线购买。高仿真还原加拿大文凭证书和外壳，定制加拿大卡尔加里大学成绩单和信封。学历认证购买UC毕业证【q薇1954292140】办理加拿大卡尔加里大学毕业证(UC毕业证书)【q薇1954292140】毕业证书电子版卡尔加里大学offer/学位证毕业证样本、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决卡尔加里大学学历学位认证难题。
特殊原因导致无法毕业，也可以联系我们帮您办理相关材料：
１：在卡尔加里大学挂科了，不想读了，成绩不理想怎么办？？？
2：打算回国了，找工作的时候，需要提供认证《UC成绩单购买办理卡尔加里大学毕业证书范本》【Q/WeChat：1954292140】Buy The University of Calgary Diploma《正式成绩单论文没过》有文凭却得不到认证。又该怎么办？？？加拿大毕业证购买，加拿大文凭购买，
3：回国了找工作没有卡尔加里大学文凭怎么办？有本科却要求硕士又怎么办？
帮您解决在加拿大卡尔加里大学未毕业难题（The University of Calgary）文凭购买、毕业证购买、大学文凭购买、大学毕业证购买、买文凭、日韩文凭、英国大学文凭、美国大学文凭、澳洲大学文凭、加拿大大学文凭（q薇1954292140）新加坡大学文凭、新西兰大学文凭、爱尔兰文凭、西班牙文凭、德国文凭、教育部认证，买毕业证，毕业证购买，买大学文凭，购买日韩毕业证、英国大学毕业证、美国大学毕业证、澳洲大学毕业证、加拿大大学毕业证（q薇1954292140）新加坡大学毕业证、新西兰大学毕业证、爱尔兰毕业证、西班牙毕业证、德国毕业证，回国证明，留信网认证，留信认证办理，学历认证。从而完成就业。
如果您在英、加、美、澳、欧洲等留学过程中或回国后：
1、在校期间因各种原因未能顺利毕业《UC成绩单工艺详解》【Q/WeChat：1954292140】《Buy The University of Calgary Transcript快速办理卡尔加里大学教育部学历认证书毕业文凭证书》，拿不到官方毕业证；
2、面对父母的压力，希望尽快拿到；
3、不清楚认证流程以及材料该如何准备；
4、回国时间很长，忘记办理；
5、回国马上就要找工作《正式成绩单卡尔加里大学成绩单COPY》【q薇1954292140】《毕业证如何办理UC毕业证如何办理》办给用人单位看；
6、企事业单位必须要求办理的；
7、需要报考公务员、购买免税车、落转户口、申请留学生创业基金。
加拿大文凭卡尔加里大学成绩单，UC毕业证【q薇1954292140】办理加拿大卡尔加里大学毕业证(UC毕业证书)【q薇1954292140】国外本科offer在线制作卡尔加里大学offer/学位证学历认证证书电子版、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作。帮你解决卡尔加里大学学历学位认证难题。
【q薇1954292140】办理卡尔加里大学毕业证(UC毕业证书)学位证书成绩单代办服务【q薇1954292140】卡尔加里大学offer/学位证、留信官方学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作加拿大卡尔加里大学毕业证(UC毕业证书)学位证书成绩单代办服务
主营项目：
1、真实教育部国外学历学位认证《加拿大毕业文凭证书快速办理卡尔加里大学文凭样本》【q薇1954292140】《论文没过卡尔加里大学正式成绩单》，教育部存档，教育部留服网站100%可查.
2、办理UC毕业证，改成绩单《UC毕业证明办理卡尔加里大学留学生学历学位认证书》【Q/WeChat：1954292140】Buy The University of Calgary Certificates《正式成绩单论文没过》，卡尔加里大学Offer、在读证明、学生卡、信封、证明信等全套材料，从防伪到印刷，从水印到钢印烫金，高精仿度跟学校原版100%相同.
3、真实使馆认证（即留学人员回国证明），使馆存档可通过大使馆查询确认.
4、留信网认证，国家专业人才认证中心颁发入库证书，留信网存档可查.
《卡尔加里大学揭秘加拿大毕业证书办理UC成绩单温感光标》【q薇1954292140】学位证1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。
毕业证办理的详细过程加拿大文凭卡尔加里大学成绩单【q薇1954292140】复刻成绩单加拿大卡尔加里大学毕业证(UC毕业证书)毕业证详解细节 卡尔加里大学毕业证办理，极速办加拿大卡尔加里大学文凭办理，加拿大卡尔加里大学成绩单办理和真实留信认证、留服认证、卡尔加里大学学历认证。学院文凭定制，卡尔加里大学原版文凭补办，扫描件文凭定做，100%文凭复刻。【q薇1954292140】Buy The University of Calgary Diploma购买美国毕业证，购买英国毕业证，购买澳洲毕业证，购买加拿大毕业证，以及德国毕业证，购买法国毕业证（q薇1954292140）购买荷兰毕业证、购买瑞士毕业证、购买日本毕业证、购买韩国毕业证、购买新西兰毕业证、购买新加坡毕业证、购买西班牙毕业证、购买马来西亚毕业证等。包括了本科毕业证，硕士毕业证。
留信认证的作用：
1. 身份认证：留信认证可以证明你的留学经历是真实的，且你获得的学历或学位是正规且经过认证的。这对于一些用人单位来说，尤其是对留学经历有高度要求的公司（如跨国公司或国内高端企业），这是非常重要的一个凭证。
专业评定：留信认证不仅认证你的学位证书，还会对你的所学专业进行评定。这有助于展示你的学术背景，特别是对于国内企业而言，能够清楚了解你所学专业的水平和价值。
国家人才库入库：认证后，你的信息将被纳入国家人才库，并且可以在国家人才网等平台上展示，供包括500强企业等大型公司挑选和聘用人才。这对于回国找工作特别是进入大公司，具有非常积极的作用。
2. 留信认证对就业的好处
提高竞争力：通过留信认证，尤其是对你所学专业的认证，可以大大提高你在国内求职时的竞争力。许多企业对留学生背景和所学专业有很高的要求，认证后的信息能够帮助企业快速识别符合条件的候选人。
增强信任度：企业往往会对没有认证的学历背景产生疑虑，而留信认证为你的学历背景提供了第三方权威机构的背书，增强了雇主的信任。
对接高端岗位：通过认证后，留学生的个人信息被纳入国家人才库，这也意味着你可以被更多的高端岗位、国有大企业和跨国公司注意到，特别是那些招聘具有国际化背景的人才的公司。
Introduction Lecture 01 Data Science.pdf
Introduction Lecture 01 Data Science.pdfmessagetome133 Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures Data Science Lectures
HIRE MUYERN TRUST HACKER FOR AUTHENTIC CYBER SERVICES
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原版复刻加拿大多伦多大学成绩单(UTSG毕业证书) 文凭
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Rosa_Ivelisse_PublishingCompanyPitch(1).docx
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加拿大成绩单购买原版(Dal毕业证书)戴尔豪斯大学毕业证文凭
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3、不清楚认证流程以及材料该如何准备；
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2：打算回国了，找工作的时候，需要提供认证《Dal成绩单购买办理戴尔豪斯大学毕业证书范本》【Q/WeChat：1954292140】Buy Dalhousie University Diploma《正式成绩单论文没过》有文凭却得不到认证。又该怎么办？？？加拿大毕业证购买，加拿大文凭购买，
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3、真实使馆认证（即留学人员回国证明），使馆存档可通过大使馆查询确认.
4、留信网认证，国家专业人才认证中心颁发入库证书，留信网存档可查.
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专业评定：留信认证不仅认证你的学位证书，还会对你的所学专业进行评定。这有助于展示你的学术背景，特别是对于国内企业而言，能够清楚了解你所学专业的水平和价值。
国家人才库入库：认证后，你的信息将被纳入国家人才库，并且可以在国家人才网等平台上展示，供包括500强企业等大型公司挑选和聘用人才。这对于回国找工作特别是进入大公司，具有非常积极的作用。
Design Data Model Objects for Analytics, Activation, and AI
Design Data Model Objects for Analytics, Activation, and AIaaronmwinters Explore using industry-specific data standards to design data model objects in Data Cloud that can consolidate fragmented and multi-format data sources into a single view of the customer.
Design of the data model objects is a critical first step in setting up Data Cloud and will impact aspects of the implementation, including the data harmonization and mappings, as well as downstream automations and AI processing. This session will provide concrete examples of data standards in the education space and how to design a Data Cloud data model that will hold up over the long-term as new source systems and activation targets are added to the landscape. This will help architects and business analysts accelerate adoption of Data Cloud.
People analytics
- 1. When People Analytics makes Business revenue... Fatemeh Amiri Founder and CEO at Data scientist
- 2. What is People analytics? People Raw Data Analytics Information Reports Insights Business decisions (ML, pattern recognition)
- 3. Is it important for the businesses? Smarter, more strategic talent decisions Increase employee performance and retention Allows you to forecast the future!
- 4. RENEWABLE ENERGY GENERATIONWhen data speaks...
- 5. Possible use-cases HR-related topics Business-related topics improve sales Workforce effectiveness Fraud and accident patterns Operational needs Engagement Recruitment Retention Performance management Learning plans
- 6. People Analytics will help you improve your company's culture, develop your people's skills and boost your business growth.
- 7. Technologies within People Analytics Surveys Correlation Machine learning/AI
- 8. Gathering enough trustable data Data cleaning and filtering Big companies, Big data analytics Data privacy and security GDPR Data and it's challenges
- 9. Examples How could a bank in Canada reduce the number of thefts with people analytics results? How people analytics helped Clarks to increase the engagement and revenue?
- 10. Modelling is valuable but implementing the models is the key.
- 11. Fatemeh Amiri Contact person Founder & CEO Master of Media Informatics, RWTH Aachen university fatemeh@comemit.com https://comemit.com Rheinwerkallee 3, 53227 Bonn, Digitalhub