Business Case Analysis with R: Simulation Tutorials to Support Complex Business Decisions
暫譯: 使用 R 進行商業案例分析:支援複雜商業決策的模擬教程

Robert D. D. Brown III

  • 出版商: Apress
  • 出版日期: 2018-03-03
  • 售價: $1,520
  • 貴賓價: 9.5$1,444
  • 語言: 英文
  • 頁數: 304
  • 裝訂: Paperback
  • ISBN: 1484234944
  • ISBN-13: 9781484234945
  • 相關分類: R 語言
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This tutorial teaches you how to use the statistical programming language R to develop a business case simulation and analysis. It presents a methodology for conducting business case analysis that minimizes decision delay by focusing stakeholders on what matters most and suggests pathways for minimizing the risk in strategic and capital allocation decisions. Business case analysis, often conducted in spreadsheets, exposes decision makers to additional risks that arise just from the use of the spreadsheet environment.

R has become one of the most widely used tools for reproducible quantitative analysis, and analysts fluent in this language are in high demand. The R language, traditionally used for statistical analysis, provides a more explicit, flexible, and extensible environment than spreadsheets for conducting business case analysis.

The main tutorial follows the case in which a chemical manufacturing company considers constructing a chemical reactor and production facility to bring a new compound to market. There are numerous uncertainties and risks involved, including the possibility that a competitor brings a similar product online. The company must determine the value of making the decision to move forward and where they might prioritize their attention to make a more informed and robust decision. While the example used is a chemical company, the analysis structure it presents can be applied to just about any business decision, from IT projects to new product development to commercial real estate. The supporting tutorials include the perspective of the founder of a professional service firm who wants to grow his business and a member of a strategic planning group in a biomedical device company who wants to know how much to budget in order to refine the quality of information about critical uncertainties that might affect the value of a chosen product development pathway.

What You’ll Learn

  • Set up a business case abstraction in an influence diagram to communicate the essence of the problem to other stakeholders
  • Model the inherent uncertainties in the problem with Monte Carlo simulation using the R language
  • Communicate the results graphically
  • Draw appropriate insights from the results
  • Develop creative decision strategies for thorough opportunity cost analysis
  • Calculate the value of information on critical uncertainties between competing decision strategies to set the budget for deeper data analysis
  • Construct appropriate information to satisfy the parameters for the Monte Carlo simulation when little or no empirical data are available

Who This Book Is For

Financial analysts, data practitioners, and risk/business professionals; also appropriate for graduate level finance, business, or data science students

商品描述(中文翻譯)

這個教程教你如何使用統計程式語言 R 來開發商業案例模擬和分析。它提出了一種進行商業案例分析的方法論,通過將利益相關者的注意力集中在最重要的事項上,來最小化決策延遲,並建議減少在戰略和資本配置決策中風險的途徑。商業案例分析通常在電子表格中進行,這使得決策者面臨額外的風險,這些風險僅僅來自於使用電子表格環境。

R 已成為最廣泛使用的可重複定量分析工具之一,精通這種語言的分析師需求量很大。R 語言傳統上用於統計分析,提供了一個比電子表格更明確、更靈活和可擴展的環境來進行商業案例分析。

主要教程以一家化學製造公司考慮建造化學反應器和生產設施以將新化合物推向市場的案例為主。這其中涉及許多不確定性和風險,包括競爭對手可能推出類似產品的可能性。該公司必須確定推進決策的價值,以及他們可能優先關注的地方,以便做出更明智和穩健的決策。雖然所用的例子是一家化學公司,但它所呈現的分析結構可以應用於幾乎任何商業決策,從 IT 項目到新產品開發再到商業不動產。支持性教程包括一位專業服務公司創始人的觀點,他希望擴展業務,以及一位生物醫療設備公司戰略規劃小組成員的觀點,他想知道應該預算多少,以便改善有關可能影響所選產品開發路徑價值的關鍵不確定性的資訊質量。

你將學到的內容:
- 在影響圖中設置商業案例抽象,以向其他利益相關者傳達問題的本質
- 使用 R 語言通過蒙地卡羅模擬建模問題中的固有不確定性
- 以圖形方式傳達結果
- 從結果中提取適當的見解
- 為徹底的機會成本分析制定創造性的決策策略
- 計算在競爭決策策略之間關鍵不確定性資訊的價值,以設置更深入數據分析的預算
- 在幾乎沒有實證數據可用的情況下,構建適當的資訊以滿足蒙地卡羅模擬的參數

本書適合對象:
金融分析師、數據從業者和風險/商業專業人士;也適合研究生級別的金融、商業或數據科學學生。