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商品描述
Predictive Analytics: Microsoft® Excel
Excel predictive analytics for serious data crunchers!
The movie Moneyball made predictive analytics famous: Now you can apply the same techniques to help your business win. You don’t need multimillion-dollar software: All the tools you need are available in Microsoft Excel, and all the knowledge and skills are right here, in this book!
Microsoft Excel MVP Conrad Carlberg shows you how to use Excel predictive analytics to solve real-world problems in areas ranging from sales and marketing to operations. Carlberg offers unprecedented insight into building powerful, credible, and reliable forecasts, showing how to gain deep insights from Excel that would be difficult to uncover with costly tools such as SAS or SPSS.
You’ll get an extensive collection of downloadable Excel workbooks you can easily adapt to your own unique requirements, plus VBA code–much of it open-source–to streamline several of this book’s most complex techniques.
Step by step, you’ll build on Excel skills you already have, learning advanced techniques that can help you increase revenue, reduce costs, and improve productivity. By mastering predictive analytics, you’ll gain a powerful competitive advantage for your company and yourself.
• Learn both the “how” and “why” of using data to make better tactical decisions
• Choose the right analytics technique for each problem
• Use Excel to capture live real-time data from diverse sources, including third-party websites
• Use logistic regression to predict behaviors such as “will buy” versus “won’t buy”
• Distinguish random data bounces from real, fundamental changes
• Forecast time series with smoothing and regression
• Construct more accurate predictions by using Solver to find maximum likelihood estimates
• Manage huge numbers of variables and enormous datasets with principal components analysis and Varimax factor rotation
• Apply ARIMA (Box-Jenkins) techniques to build better forecasts and understand their meaning
Category: Spreadsheets
Covers: Microsoft Office Excel
商品描述(中文翻譯)
**預測分析:** Microsoft® Excel
Excel 預測分析,專為認真的數據分析師而設!
電影《金錢球》讓預測分析聲名大噪:現在你可以應用相同的技術來幫助 **你的** 企業獲勝。你不需要花費數百萬美元的軟體:你所需的所有工具都可以在 Microsoft Excel 中找到,而所有的知識和技能都在這本書中!
Microsoft Excel MVP Conrad Carlberg 向你展示如何使用 Excel 預測分析來解決從銷售和行銷到運營等領域的實際問題。Carlberg 提供了前所未有的見解,幫助你建立強大、可信且可靠的預測,顯示如何從 Excel 中獲得深刻的見解,這些見解是使用像 SAS 或 SPSS 這樣昂貴的工具難以發現的。
你將獲得一系列可下載的 Excel 工作簿,這些工作簿可以輕鬆調整以滿足你獨特的需求,還有 VBA 代碼——其中大部分是開源的——以簡化本書中幾個最複雜的技術。
一步一步地,你將在已有的 Excel 技能基礎上進行提升,學習可以幫助你增加收入、降低成本和提高生產力的高級技術。通過掌握預測分析,你將為你的公司和自己獲得強大的競爭優勢。
• 學習使用數據做出更好戰術決策的「如何」和「為什麼」
• 為每個問題選擇合適的分析技術
• 使用 Excel 從多種來源(包括第三方網站)捕獲實時數據
• 使用邏輯回歸預測行為,例如「會購買」與「不會購買」
• 區分隨機數據波動與真正的基本變化
• 使用平滑和回歸預測時間序列
• 通過使用求解器找到最大似然估計來構建更準確的預測
• 使用主成分分析和 Varimax 因子旋轉管理大量變數和龐大的數據集
• 應用 ARIMA(Box-Jenkins)技術來構建更好的預測並理解其意義
類別:電子表格
涵蓋:Microsoft Office Excel