The Predictive Edge (eBook)

Outsmart the Market using Generative AI and ChatGPT in Financial Forecasting
eBook Download: EPUB
2024
349 Seiten
Wiley (Verlag)
978-1-394-24272-6 (ISBN)

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The Predictive Edge - Alejandro Lopez-Lira
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Use ChatGPT to improve your analysis of stock markets and securities

In The Predictive Edge: Outsmart the Market Using Generative AI and ChatGPT in Financial Forecasting, renowned AI and finance researcher Dr. Alejandro Lopez-Lira delivers an engaging and insightful new take on how to use large language models (LLMs) like ChatGPT to find new investment opportunities and make better trading decisions. In the book, you'll learn how to interpret the outputs of LLMs to craft sounder trading strategies and incorporate market sentiment into your analyses of individual securities.

In addition to a complete and accessible explanation of how ChatGPT and other LLMs work, you'll find:

  • Discussions of future trends in artificial intelligence and finance
  • Strategies for implementing new and soon-to-come AI tools into your investing strategies and processes
  • Techniques for analyzing market sentiment using ChatGPT and other AI tools

A can't-miss playbook for taking advantage of the full potential of the latest AI advancements, The Predictive Edge is a fully to-date and exciting exploration of the intersection of tech and finance. It will earn a place on the bookshelves of individual and professional investors everywhere.

ALEJANDRO LOPEZ-LIRA, PHD, is an Assistant Professor of Finance at the University of Florida. His award-winning research is focused on machine learning and textual analysis and he has a lengthy background in finance from renowned institutions. He was the recipient of the 2023 BlackRock Best Paper Prize for the research underpinning this book.


Use ChatGPT to improve your analysis of stock markets and securities In The Predictive Edge: Outsmart the Market Using Generative AI and ChatGPT in Financial Forecasting, renowned AI and finance researcher Dr. Alejandro Lopez-Lira delivers an engaging and insightful new take on how to use large language models (LLMs) like ChatGPT to find new investment opportunities and make better trading decisions. In the book, you ll learn how to interpret the outputs of LLMs to craft sounder trading strategies and incorporate market sentiment into your analyses of individual securities. In addition to a complete and accessible explanation of how ChatGPT and other LLMs work, you ll find: Discussions of future trends in artificial intelligence and finance Strategies for implementing new and soon-to-come AI tools into your investing strategies and processes Techniques for analyzing market sentiment using ChatGPT and other AI toolsA can t-miss playbook for taking advantage of the full potential of the latest AI advancements, The Predictive Edge is a fully to-date and exciting exploration of the intersection of tech and finance. It will earn a place on the bookshelves of individual and professional investors everywhere.

CHAPTER 1
Understanding the Stock Market


The stock market is crucial in modern financial markets. It helps generate wealth, reflects economic health, and drives growth. Companies use it to raise capital for expansion and innovation. Savers and investors participate in the market to grow their wealth, and it also serves as a direct expression of various economic indicators.

Stock markets, which have existed since the 1600s, started as physical locations where traders would meet to buy and sell shares but stock markets have since transitioned into digital platforms that operate worldwide. In the stock market, buyers and sellers trade stocks, representing ownership in public companies. These transactions involve much more than a simple money exchange for ownership rights. They combine economic indicators, investor sentiment, and global events. A high valuation of a company's stock often shows a vote of confidence from the markets. Conversely, declining stock prices can signify concerns about a company's prospects or broader economic issues.

The stock market impacts retirement portfolios, college savings plans, and even the economic policies of governments. Its movements can influence consumer and business confidence and shape spending and investment decisions on a global scale. Therefore, understanding the stock market goes beyond comprehending the rise and fall of individual stocks. It involves grasping the relationship between these movements and broader economic narratives and recognizing their impact.

This chapter will teach you about the stock market's core concepts. If you understand the stock market basics, learning the specifics of implementing trading strategies in future chapters will be easier. If you already possess extensive stock market knowledge, feel free to skim this chapter. However, if you are new to investing, reading and comprehending each concept is valuable.

We will start by briefly exploring the stock market's function and history. Next, we will examine different financial markets, each with a distinct role in the global financial ecosystem and some investment vehicles. You will then learn core concepts in stock trading, from what stocks (also called shares) are to the diverse market participants and their roles. This section will help you comprehend how stock markets function daily.

Analyzing stocks is historically more of an art than a science, and we will study the details and limitations of fundamental and technical analysis, two popular methodologies investors apply to select investment opportunities. Understanding how these approaches work is essential to engaging in the stock market because many participants use them, even if they have drawbacks.

Afterward, we will learn about portfolio management and trading strategies and discuss how to build and manage a diversified investment portfolio. Moreover, we will overview various investment approaches, from passive investment to value and growth investing.

By the end of this chapter, you will have a solid foundation in stock market basics. A solid understanding of these principles is necessary for using artificial intelligence (AI) in financial forecasting. As technologies like AI become more integrated with financial decision‐making, having such knowledge becomes indispensable.

Stock Market Fundamentals


Investors actively buy and sell company shares in the stock market. The marketplace not only facilitates stock trading but also serves as a platform for companies to raise capital from the public. This capital is critical for companies to fund operations, innovate, and expand, thus making it vital to economic growth and development.

The stock market's significance extends beyond the corporate sphere. For investors, it represents a means to grow wealth and save to achieve long‐term goals like retirement or education. For the economy, it acts as an indicator of health and confidence. Robust and active stock markets often signal a thriving economy, while downturns can show economic challenges. Policymakers, economists, and investors monitor the stock market's health, as it can offer significant insights into the economy.

HOW STOCK MARKETS CONTRIBUTE TO ECONOMIES


Stock markets fulfill several vital economic functions. First, they provide a mechanism for price discovery, where supply and demand meet to price publicly traded companies. This pricing mechanism is important as it reflects the market's collective judgment of a company's worth, based on its current performance and prospects.

Second, stock markets offer liquidity, allowing investors to buy or sell shares cheaply. This liquidity makes investing in stocks attractive and enables companies to raise capital more efficiently. When a company issues shares, it can tap into a broad pool of potential investors, often more helpful than seeking funding through loans.

Third, stock markets facilitate capital allocation. Efficient markets ensure that investment toward companies and industries performing well uses funds in the most productive way possible and has growth potential. This allocation plays a significant role in driving economic innovation and growth.

Finally, stock markets serve as a key barometer for the economy, reflecting investor sentiment and expectations about the future. Movements in stock prices can provide insights into how investors view the economy's health, influencing consumer confidence and business decisions.

The stock market's role in price discovery, providing liquidity, allocating capital, and serving as an economic indicator underscores its importance to investors, companies, and the broader economy. In addition to the stock market, other related financial markets support the financial ecosystem.

DIFFERENT FINANCIAL MARKETS


The financial market is a broad term encompassing various marketplaces where participants can trade financial assets, commodities, and other fungible value items at prices determined by supply and demand. While the stock market is the most recognized form of a financial market, others exist, and understanding them is important.

These markets, which vary in scale, function, and the types of assets traded, collectively facilitate the efficient movement of capital and risk throughout the economy. They serve as venues for raising money, investing, risk management, and price discovery. Each market type has unique characteristics, rules, and participant dynamics, and each of these markets plays a specific role in the financial system:

  • Stock Markets: They deal with trading shares, which are ownership units of companies. These markets are pivotal for companies seeking to raise capital and investors looking to buy partial ownership of these companies. Investors and policymakers often see stock markets as indicators of economic health and business prosperity.
  • Bond Markets: Unlike stock markets, bond markets trade debt securities. This market allows governments, municipalities, and corporations to raise funds for various projects or operations. Investors (lenders) in bond markets provide money to the bond issuer (the borrower). In return, investors receive interest payments over time, plus the bond's total value when it comes due. Bond markets serve as interest rate and credit risk indicators.
  • Commodities Markets: These markets involve trading physical goods or primary products such as gold, oil, and agricultural products. Commodities markets are vital for managing supply and demand dynamics across different industries, allowing producers and consumers to hedge against price volatility.
  • Forex (Foreign Exchange) Markets: Investors trade currencies in the forex markets 24 hours a day, making it one of the most liquid markets. Forex markets are essential for global trade and finance integration, as they allow for exchanging different currencies, facilitating international business and investment.

Other complex financial instruments, like futures and options, are traded in derivatives markets. These instruments derive their value from the value of an underlying asset. The underlying assets usually include stocks, bonds, commodities, or currencies.

Futures are contracts allowing the buying or selling of an asset in the future at an agreed price. Exchanges standardize futures contracts in quantity and quality to simplify their trading. Investors employ futures for risk management or speculation. Options are instruments that give the holder the right to buy or sell an asset at a prespecified price before a specific date. But unlike futures, they do not require buying or selling the asset. Call options give the right to buy, and put options give the right to sell.

Participants can use derivatives as powerful tools for managing financial risk and speculative purposes. However, they can also be complex and carry high risk. Hence, it is imperative to comprehend these derivative instruments before trading them.

The financial market landscape is diverse, with each market type serving distinct purposes within the global economy. From providing avenues for raising capital (stock and bond markets) to facilitating international trade (forex market) and offering platforms for hedging against price volatility (commodities and derivatives markets), these markets are integral to the financial system. In Part II of the book, you will learn how these diverse markets present challenges and opportunities for AI‐driven analysis and decision‐making.

INVESTMENT VEHICLES IN THE STOCK...


Erscheint lt. Verlag 2.7.2024
Sprache englisch
Themenwelt Recht / Steuern Wirtschaftsrecht
Wirtschaft Betriebswirtschaft / Management
Schlagworte investing with chatgpt • market analysis • market sentiment • Market sentiment analysis • market sentiment analysis book • market sentiment analysis with ai • market sentiment book • market sentiment guide • securities analysis • stock market analysis
ISBN-10 1-394-24272-7 / 1394242727
ISBN-13 978-1-394-24272-6 / 9781394242726
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