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K E Y S TAT S 32 industry specific factors 30+ global automotive manufacturers 10+ years of historical data 12 time series data points for additional analysis CUS TO M ER S Hedge Funds Asset Managers Mutual Funds Banks Research Signals: Automotive Signals Proprietary industry-specific signals designed to predict global automotive stock returns Our Automotive Signals systematically score stocks based on a number of metrics specific to the automobile industry. Metrics include stock-specific factor IHS Markit , hedge funds asset managers , funds asset managers mutual , asset managers mutual funds , managers mutual funds banks , mutual funds banks research , hedge funds asset , funds asset managers , managers mutual funds , mutual funds banks , asset managers mutual , funds banks research signals , funds 31-Jan-2021 auto-generated

T H E R I G H T I N F O R M AT I O N AT T H E R I G H T T I M E WINTER/SPRING 2019 IHSMARKIT.COM/EI UNLOCK CORPORATE INTELLIGENCE in the Information Ecosystem Use Advanced Technologies to Enhance Knowledge Management Push Innovation to New Levels Discover Intelligence in Your Data How Many Books Does It Take to Change a Light Bulb? Answers to 5 Key Information Security Questions Fresh new content daily at www.SDCEXEC.COM IHS1218.indb 1 11/19/18 3:09 PM Engineering Workbench by IHS Markit Your si IHS Markit , technologies for most product , data of this part , access to the information , information is a key , change to that information , executives believe their company , information in an enterprise , percent of that information , information in the company , time that an engineer , intelligence in y 31-Jan-2021 auto-generated

In collaboration with the University of Oxford Future Series: Cybersecurity, emerging technology and systemic risk I N S I G H T R E P O R T N O V E M B E R 2 0 2 0 In collaboration with the University of Oxford Future Series: Cybersecurity, emerging technology and systemic risk The Future Series report was a joint venture between the World Economic Forum and the University of Oxford. It was designed to convene a range of experts in the field to discuss and research the issues arising from criti WEF , technologies have the potential , conclusion of the future , actors in the digital , cryptography to the organization , risks it could create , ecosystem will be increasingly , ecosystem that are critical , integrity of the identity , systems to new attack , information on the threats , models as 1-Feb-2021 auto-generated

The Network of Global Agenda Councils Designing for Action: Principles of Effective Sustainability Measurement Designing for Action: Principles of Effective Sustainability Measurement Summary Report Prepared by the Commonwealth Scientific and Industrial Research Organization for the World Economic Forum Global Agenda Council on Measuring Sustainability Authors: Deborah O Connell, John Raison, Steve Hatfield-Dodds, Andrew Braid, Annette Cowie, Anna Littleboy, Thomas Wiedmann, Megan Clark World Ec WEF , practice and the assessment , sustainability in an appendix , approaches in the science , evaluation of the sustainability , data in the sustainability , report is that measurement , sustainability to be effective , organization for the world , forum global agenda council , economic forum global a 1-Feb-2021 auto-generated

ESG Company Overview November 2020 InvestorValero.com Contents 1 2 3 4 5 6 7 8 Business Overview and Operations ESG Summary Refining Renewable Fuels Guiding Principles E: Environmental S: Human Capital, Safety and Community G: Governance 1 BUSINESS OVERVIEW & OPERATIONS ESG SUMMARY REFINING RENEWABLE FUELS GUIDING PRINCIPLES Largest Global Independent Refiner and North America s Largest Renewable Fuels Producer Largest global independent refiner 15 petroleum refineries World s 2nd largest renewa IHS Markit , committee of our board , year for an assessment , employees into the company , refineries during the year , year ever in refinery , refinery in the texas , employees and the communities , excellence and best year , city comes from renewable , training as our employees , valero is a corporate , con 21-Apr-2021 auto-generated

GRID MODERNIZATION PLAN FOR PUERTO RICO Prepared for: Central Of ce for Recovery, Reconstruction and Resiliency TABLE OF CONTENTS Executive Summary .......................................................................................................................... v 1. Introduction ................................................................................................................................ 1 2. Energy System Overview ...................................................... IHS Markit , design of the islandable , damage during the storm , design for eight islandable , control via the derms , program will be critical , recommendations from the hurricane , future goes beyond design , systems and the implementation , service to the medical , technology within the electric , resilien 21-Apr-2021 auto-generated

Rebuild with Purpose Recommendation summary April 2021 Federal leaders need to build a 21st century infrastructure vision. That means adopting an American infrastructure policy that can respond to emerging challenges around climate resilience, digitalization, workforce development, and fiscal health in ways that improve the quality of life for all people, reinforce our global economic standing, and protect our planet. We recommend the federal government anchor a new infrastructure vision around Brookings , practices at the state , standards across the federal , standards for all federal , commerce and the federal , actions that the federal , purpose recommendation summary april , federal , infrastructure , recommendation summary april , federal government , federal agencies , federal infrastructure 27-Oct-2021 auto-generated

Building and Auditing Fair Algorithms: A Case Study in Candidate Screening Christo Wilson Northeastern University cbw@ccs.neu.edu Alan Mislove Northeastern University amislove@ccs.neu.edu Avijit Ghosh Northeastern University avijit@ccs.neu.edu Lewis Baker pymetrics, inc. lewis@pymetrics.com Shan Jiang Northeastern University sjiang@ccs.neu.edu Janelle Szary pymetrics, inc. janelle@pymetrics.com Kelly Trindel pymetrics, inc. kelly@pymetrics.com Frida Polli pymetrics, inc. frida.polli@pymetrics.co Brookings , code for their candidate , groups being the eeoc , discrimination that may impact , group had corresponding demographic , candidates to their clients , process and no model , data from these games , data from four clients , model for given client , pymetrics than to clients , impact on the fairnes 27-Oct-2021 auto-generated