Statistics: Unlocking the Power of Data, 3rd Edition is designed for an introductory statistics course focusing on data analysis with real-world applications. Students use simulation methods to effectively collect, analyze, and interpret data to draw conclusions. Randomization and bootstrap interval methods introduce the fundamentals of statistical inference, bringing concepts to life through authentically relevant examples. More traditional methods like t-tests, chi-square tests, etc. are introduced after students have developed a strong intuitive understanding of inference through randomization methods. While any popular statistical software package may be used, the authors have created StatKey to perform simulations using data sets and examples from the text. A variety of videos, activities, and a modular chapter on probability are adaptable to many classroom formats and approaches.
From the authors:See the Invisible Hand. Understand Your World. That's the tagline of Modern Principles and our teaching philosophy. Nobel laureate Vernon Smith put it this way: At the heart of economics is a scientific mystery… a scientific mystery as deep, fundamental and inspiring as that of the expanding universe or the forces that bind matter… How is order produced from freedom of choice? We want students to be inspired by this mystery and by how economists have begun to solve it. Thus, we show how markets interconnect and respond in surprising ways to changes in resources and preferences. Consider, for example, how markets respond to a reduction in the supply of oil. Of course, the price of oil increases giving consumers an incentive to use less and suppliers an incentive to discover more. But an increase in the price of oil also encourages Brazilian sugar cane farmers to devote more of their production to ethanol and less to sugar thereby driving up the price of sugar. An increase in the price of sugar means a reduction in the quantity of candy demanded. So one way the market responds to a reduction in the supply of oil is by encouraging consumers to eat less candy! In analyses like this, we teach students to see the invisible hand and in so doing to understand their world. Similarly, we offer a unique and simple proof of the amazing invisible hand theorem that without any central direction competitive markets allocate production across firms in a way that minimizes aggregate costs! To understand their world students must understand when self-interest promotes the social interest and when it does not. Thus, Modern Principles has in-depth analyses of externalities, public goods, and ethical issues with market incomes and trade. Moreover, we always discuss economic theory in the context of real world problems such as the decline of the ocean fisheries, climate change, and the shortage of human organs for transplant.
This modular version of Myers's full-length text, Psychology, reflects the author's research-supported belief that many students learn better using a text comprised of brief modules, as opposed standard-length chapters. Psychology, Eighth Edition, in Modules breaks down the 18 chapters of Psychology into 58 short modules, retaining that acclaimed text's captivating writing, superior pedagogy, and wealth of references to recent cutting-edge research. The modular version has its own extensive media and supplements package, with content organized to match its table of contents.
Mankiw's masterful text covers the field as accessibly and concisely as possible, in a way that emphasizes the relevance of macroeconomics's classical roots and its current practice. Featuring the latest data, new case studies focused on recent events, and a number of significant content updates, the Fourth Edition takes the Mankiw legacy even further. It offers the clearest, most up-to-date, most accessible course in macroeconomics in the most concise presentation possible.
This new text presents calculus with solid mathematical precision but with an everyday sensibility that puts the main concepts in clear terms. It is rigorous without being inaccessible and clear without being too informal it has the perfect balance for instructors and their students.
The new edition of this bestselling textbook covers Macroeconomics today, balancing short-run and long-run issues in a way that emphasises the relevance of Keynesian and classical ideas to current practice. Featuring the latest data and extensive coverage of the current financial crisis, it is the ideal textbook for uncertain economic times. Additional Supplementary products are also available: Macroeconomics Study Guide ISBN: 9781429233729 Macroeconomics Instructor's Resource Manual ISBN: 9781429239363 Macroeconomics Instructor's Solution Manual ISBN: 9781429239424 Macroeconomics Computerized Test Bank (CD ROM) ISBN: 9781429239349 Macroeconomics Printed Test Bank ISBN: 9781429239356 Macroeconomics WebCT ISBN: 9781429239370
The second edition of this popular text has been extensively revised and updated to provide students with a comprehensive overview of Microeconomics. Internationally renowned author Paul Krugman and experienced Microeconomics Lecturer Robin Wells use real world examples to explain economic ideas, making them easy to understand.