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We use machine learning to assess the predictive ability of over a hundred corporate governance features for firm outcomes, including financial-statement restatements, class-action lawsuits, business failures, operating performance, firm value, stock returns, and credit ratings. We discover that adding corporate governance features does not improve the predictive accuracy of models over that of models constructed using only firm characteristics. Our results confirm the challenges in constructing measures of corporate governance with predictive value suggested in prior research. These results also raise doubts about the existence of strong causal effects of corporate governance on firm outcomes studied in prior research.
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The development of digital technology and the sharing economy has extended corporations' innovative activities beyond the corporation's boundaries, so it has become more urgent to govern the lack of social responsibility and alienation of platform corporations from the perspective of social agents. First, the platform's CSR classification and social responsibility governance's main content are analyzed in this research. Then, this study uses government agencies, platform corporations, users, and the public as governance subjects and compares governance decisions with and without public and user oversight. Finally, the optimal balance strategy for each governing subject, the optimal trajectory of governance volume, and the trajectory of total revenue are obtained. The study found that: 1) Public and user supervision can improve the governance volume while encourage the governance motivation of government agencies and platform corporations. 2) The level of user supervision effort has a greater impact on the total governance revenue than public supervision. 3) The revenue of the system and the governance volume are greater in a centralized decision-making process, indicating that those involved should co-operate in governance based on the principle of mutual benefit. 4) The platform corporation has an incompatible but unified relationship between its social duty and financial success.
Mar 16, 2023 | Jared Spataro - CVP, AI at Work
Humans are hard-wired to dream, to create, to innovate. Each of us seeks to do work that gives us purpose — to write a great novel, to make a discovery, to build strong communities, to care for the sick. The urge to connect to the core of our work lives in all of us. But today, we spend too much time consumed by the drudgery of work on tasks that zap our time, creativity and energy. To reconnect to the soul of our work, we don’t just need a better way of doing the same things. We need a whole new way to work.
Today, we are bringing the power of next-generation AI to work. Introducing Microsoft 365 Copilot — your copilot for work . It combines the power of large language models (LLMs) with your data in the Microsoft Graph and the Microsoft 365 apps to turn your words into the most powerful productivity tool on the planet.
“Today marks the next major step in the evolution of how we interact with computing, which will fundamentally change the way we work and unlock a new wave of productivity growth,” said Satya Nadella, Chairman and CEO, Microsoft. “With our new copilot for work, we’re giving people more agency and making technology more accessible through the most universal interface — natural language.”
Copilot is integrated into Microsoft 365 in two ways. It works alongside you, embedded in the Microsoft 365 apps you use every day — Word, Excel, PowerPoint, Outlook, Teams and more — to unleash creativity, unlock productivity and uplevel skills. Today we’re also announcing an entirely new experience: Business Chat . Business Chat works across the LLM, the Microsoft 365 apps, and your data — your calendar, emails, chats, documents, meetings and contacts — to do things you’ve never been able to do before. You can give it natural language prompts like “Tell my team how we updated the product strategy,” and it will generate a status update based on the morning’s meetings, emails and chat threads.
With Copilot, you’re always in control. You decide what to keep, modify or discard. Now, you can be more creative in Word, more analytical in Excel, more expressive in PowerPoint, more productive in Outlook and more collaborative in Teams.
Microsoft 365 Copilot transforms work in three ways:
Unleash creativity. With Copilot in Word, you can jump-start the creative process so you never start with a blank slate again. Copilot gives you a first draft to edit and iterate on — saving hours in writing, sourcing, and editing time. Sometimes Copilot will be right, other times usefully wrong — but it will always put you further ahead. You’re always in control as the author, driving your unique ideas forward, prompting Copilot to shorten, rewrite or give feedback. Copilot in PowerPoint helps you create beautiful presentations with a simple prompt, adding relevant content from a document you made last week or last year. And with Copilot in Excel, you can analyze trends and create professional-looking data visualizations in seconds.
Unlock productivity. We all want to focus on the 20% of our work that really matters, but 80% of our time is consumed with busywork that bogs us down. Copilot lightens the load. From summarizing long email threads to quickly drafting suggested replies, Copilot in Outlook helps you clear your inbox in minutes, not hours. And every meeting is a productive meeting with Copilot in Teams. It can summarize key discussion points — including who said what and where people are aligned and where they disagree — and suggest action items, all in real time during a meeting. And with Copilot in Power Platform, anyone can automate repetitive tasks, create chatbots and go from idea to working app in minutes.
GitHub data shows that Copilot promises to unlock productivity for everyone. Among developers who use GitHub Copilot, 88% say they are more productive, 74% say that they can focus on more satisfying work, and 77% say it helps them spend less time searching for information or examples.
But Copilot doesn’t just supercharge individual productivity. It creates a new knowledge model for every organization — harnessing the massive reservoir of data and insights that lies largely inaccessible and untapped today. Business Chat works across all your business data and apps to surface the information and insights you need from a sea of data — so knowledge flows freely across the organization, saving you valuable time searching for answers. You will be able to access Business Chat from Microsoft 365.com, from Bing when you’re signed in with your work account, or from Teams.
Uplevel skills. Copilot makes you better at what you’re good at and lets you quickly master what you’ve yet to learn. The average person uses only a handful of commands — such as “animate a slide” or “insert a table” — from the thousands available across Microsoft 365. Now, all that rich functionality is unlocked using just natural language. And this is only the beginning.
Copilot will fundamentally change how people work with AI and how AI works with people. As with any new pattern of work, there’s a learning curve — but those who embrace this new way of working will quickly gain an edge.
The Copilot System: Enterprise-ready AI
Microsoft is uniquely positioned to deliver enterprise-ready AI with the Copilot System . Copilot is more than OpenAI’s ChatGPT embedded into Microsoft 365. It’s a sophisticated processing and orchestration engine working behind the scenes to combine the power of LLMs, including GPT-4, with the Microsoft 365 apps and your business data in the Microsoft Graph — now accessible to everyone through natural language.
Grounded in your business data. AI-powered LLMs are trained on a large but limited corpus of data. The key to unlocking productivity in business lies in connecting LLMs to your business data — in a secure, compliant, privacy-preserving way. Microsoft 365 Copilot has real-time access to both your content and context in the Microsoft Graph. This means it generates answers anchored in your business content — your documents, emails, calendar, chats, meetings, contacts and other business data — and combines them with your working context — the meeting you’re in now, the email exchanges you’ve had on a topic, the chat conversations you had last week — to deliver accurate, relevant, contextual responses.
Built on Microsoft’s comprehensive approach to security, compliance and privacy. Copilot is integrated into Microsoft 365 and automatically inherits all your company’s valuable security, compliance, and privacy policies and processes. Two-factor authentication, compliance boundaries, privacy protections, and more make Copilot the AI solution you can trust.
Architected to protect tenant, group and individual data. We know data leakage is a concern for customers. Copilot LLMs are not trained on your tenant data or your prompts. Within your tenant, our time-tested permissioning model ensures that data won’t leak across user groups. And on an individual level, Copilot presents only data you can access using the same technology that we’ve been using for years to secure customer data.
Integrated into the apps millions use every day. Microsoft 365 Copilot is integrated in the productivity apps millions of people use and rely on every day for work and life — Word, Excel, PowerPoint, Outlook, Teams and more. An intuitive and consistent user experience ensures it looks, feels and behaves the same way in Teams as it does in Outlook, with a shared design language for prompts, refinements and commands.
Designed to learn new skills. Microsoft 365 Copilot’s foundational skills are a game changer for productivity: It can already create, summarize, analyze, collaborate and automate using your specific business content and context. But it doesn’t stop there. Copilot knows how to command apps (e.g., “animate this slide”) and work across apps, translating a Word document into a PowerPoint presentation. And Copilot is designed to learn new skills. For example, with Viva Sales, Copilot can learn how to connect to CRM systems of record to pull customer data — like interaction and order histories — into communications. As Copilot learns about new domains and processes, it will be able to perform even more sophisticated tasks and queries.
Committed to building responsibly
At Microsoft, we are guided by our AI principles and Responsible AI Standard and decades of research on AI, grounding and privacy-preserving machine learning. A multidisciplinary team of researchers, engineers and policy experts reviews our AI systems for potential harms and mitigations — refining training data, filtering to limit harmful content, query- and result-blocking sensitive topics, and applying Microsoft technologies like InterpretML and Fairlearn to help detect and correct data bias. We make it clear how the system makes decisions by noting limitations, linking to sources, and prompting users to review, fact-check and adjust content based on subject-matter expertise.
Moving boldly as we learn
In the months ahead, we’re bringing Copilot to all our productivity apps—Word, Excel, PowerPoint, Outlook, Teams, Viva, Power Platform, and more. We’ll share more on pricing and licensing soon. Earlier this month we announced Dynamics 365 Copilot as the world’s first AI Copilot in both CRM and ERP to bring the next-generation AI to every line of business.
Everyone deserves to find purpose and meaning in their work — and Microsoft 365 Copilot can help. To serve the unmet needs of our customers, we must move quickly and responsibly, learning as we go. We’re testing Copilot with a small group of customers to get feedback and improve our models as we scale, and we will expand to more soon.
Learn more on the Microsoft 365 blog and visit WorkLab to get expert insights on how AI will create a brighter future of work for everyone.
And for all the blogs, videos and assets related to today’s announcements, please visit our microsite .
Tags: AI , Microsoft 365 , Microsoft 365 Copilot
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As stated in the Cadbury (1992) Report, "corporate governance is changing, and is expected to change in the future" (p. 1). In this essay, we highlight key changes in the corporate governance context over the past two decades and provide scholars a roadmap for future research.
New research on corporate governance from Harvard Business School faculty on issues including the structure of board committees, the consequences of mandatory corporate sustainability reporting, and a cure of Enron-style audit failures. ... this paper examines how membership in a stock index serves as a source of prestige that can motivate ...
There are a large number of corporate governance research studies that have a conceptual or review approach in India. ... 8 studies have a sample ranging between 11 and 30 firms, 14 articles sampled 31 and 70 firms, 17 research papers have a sample of 71 up to 100 sample units, 33 research have samples between 101 and 200, 31 studies have ...
Corporate Governance: An International Review is a business management journal publishing cutting-edge international business research on comparative corporate governance throughout the global economy. By publishing theory and practice, we aim to influence the practice of corporate governance throughout the world.
Accepted: 30.12.2021. JEL Classification: G3, G30, G38. DOI: 10.22495/clgrv3i2p5. This paper focused on the concept of corporate governance based on. shareholders' and stakeholders ...
This study is a literature review on corporate governance. Its objective is to consolidate our knowledge in this field, examine its evolution, and propose avenues for future research. In our review of the past and present literature on various governance measures and their effect on firm performance, we find that the empirical results are mixed ...
Corporate governance remains the focus of current research and a concept that continues to evolve to meet the needs of business managers. Faced with the need for companies to cope with a world characterized by perpetual change and successive economic crises (Prowse in Revue d'économie financière 31:119-158, 1994), the identification of the results of the implementation of good governance ...
Abstract. This paper reviews the theoretical and empirical literature on the nature and consequences of the corporate governance problem, providing some guidance on the major points of consensus ...
The aim of this paper is to provide a framework to consider for future research into corporate governance reporting, which is provided in Fig. ... Much of corporate governance research focuses on particular reported statistics such as board composition, or board meeting frequency and economic outcomes such as improved financial performance or ...
Indian Journal of Corporate Governance is a bi-annual refereed journal that provides a forum for discussions and exchanging views on a wide range of corporate governance issues ranging from board practices, independent directors, whistle blower policies and shareholder activism on one hand to media's role in corporate governance, corporate social responsibility and sustainability reporting ...
Over the last 2 decades, the literature on corporate governance and sustainability has increased substantially. In this study, we analyze 468 research studies published between 1999 and 2019 by employing three clustering analysis visualization techniques, namely keyword network clustering, co-citation network clustering, and overlay visualization. In addition, we provide a brief review of each ...
This article presents the research findings of a study titled Corporate Governance Practices and Organizational Performance: An Empirical Investigation of Indian Corporate Organizations that was sponsored by the NFCG and was conducted and reported by Mathew J. Manimala, Kishinchand Poornima Wasdani and Abhishek Vijaygopal, under the aegis of ...
The paper aims to investigate the impact of corporate governance (CG) measures on firm performance and the role of managerial behavior on the relationship of corporate governance mechanisms and firm performance using a Chinese listed firm. This study used CG mechanisms measures internal and external corporate governance, which is represented by independent board, dual board leadership ...
1. Introduction. Corporate governance (CGV) and sustainability are two domains that are receiving increasing attention by scholars as illustrated by the recent increase in the amount of research in this field (Naciti et al., Citation 2021).This, thereby, shows that both sustainability and the role of governance in sustainability are increasingly concerned (Naciti et al., Citation 2021).
1. Introduction. Local firms can compete with global firms if effective corporate governance (CG) (Tsai & Mcgill, Citation 2011) system is in force as it carries out a pivotal role in giving strength to a firm (Bhatt & Bhatt, Citation 2017).Hopt (Citation 2011) and Wondem and Batra (Citation 2019) stated that CG had got wide attention in academic research as well as in practice as good CG ...
Research papers authored by Stanford GSB faculty and published in leading peer-reviewed journals that provide rigorous empirical analysis of concepts and theories in corporate governance. Shall We Talk? The Role of Interactive Investor Platforms in Corporate Communication. Charles M. C. Lee, Qinlin Zhong. Journal of Accounting and Economics ...
This paper explores the effectiveness of these corporate governance reforms by analyzing the corporate governance practices followed by Indian companies in two reform periods (FY 2012-13 as Period 1) and (FY 2015-16 as Period 2). ... this research studies the corporate governance by Indian companies after the introduction of the above ...
between corporate governance and performance as measured by valuation, operating per-formance, or stock returns. Most of the evidence to date suggests a positive association between corporate governance and various measures of performance. However, this line of research suffers from endogeneity problems that are difficult to resolve. There is no
The purpose of this paper is to present a review of the literature on two lines of research, corporate governance and innovation, explaining how different internal corporate governance mechanisms may be determinants of business innovation.,It explores the theoretical background and the empirical evidence regarding the influence of both ...
checks and balances on the Cooperate Governance of an organisation can lead improved performance, fairness. and greater commitment on all parties involved in the company (Zadek, Evans and Pruzan ...
Interestingly, the Indian Journal of Corporate Governance and Corporate Governance paved the way for academic contributions by publishing CG papers and added momentum to CG research. The most prominent authors list shows that Singh, Ghosh, and Patnaik are the most prolific authors in this area with a total of 10, and 8 articles, respectively.
ESG is one of the most notable trends in corporate governance, management, and investment of the past two decades. It is at the center of the largest and most c ... (October 31, 2022). U of Penn, Inst for Law & Econ Research Paper No. 22-23, European Corporate Governance Institute - Law Working Paper No. 659/2022, Harvard Business Law Review ...
Paper How Important is Corporate Governance? Evidence from Machine Learning We use machine learning to assess the predictive ability of over a hundred corporate governance features for firm outcomes, including financial-statement restatements, class-action lawsuits, business failures, operating performance, firm value, stock returns, and credit ratings.
This article aims to review the literature on corporate governance (CG) in ensuring/improving the quality of financial reporting (FRQ) in emerging markets and identifying avenues for future research. FRQ results from the interaction between the quality of accounting standards and preparers' incentives to supply quality information ( Ball et ...
In this study, we have perform ed a literature review to provide a basis for considering more. qualitative studies in corporate governance and its practice implications. The literature review ...
The development of digital technology and the sharing economy has extended corporations' innovative activities beyond the corporation's boundaries, so it has become more urgent to govern the lack of social responsibility and alienation of platform corporations from the perspective of social agents. First, the platform's CSR classification and social responsibility governance's main content are ...
Copilot is integrated into Microsoft 365 in two ways. It works alongside you, embedded in the Microsoft 365 apps you use every day — Word, Excel, PowerPoint, Outlook, Teams and more — to unleash creativity, unlock productivity and uplevel skills. Today we're also announcing an entirely new experience: Business Chat.