Forecasting. Research Methods and Design

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课程名称:预测:研究方法与设计 课程概述: 本课程聚焦于预测技术,即基于过去数据结果预测未来事件的能力。预测涉及对过去和现在趋势或事件的详细分析,使用统计工具和技术,因此也被称为统计分析。预测作为一种规划工具,帮助企业为未来可能出现的不确定性做好准备。 课程涉及两种主要的预测方法: 1. **定量方法**:当历史数据可用且合理地得出数据特征会持续到未来时,使用定量预测方法预测未来数据。 2. **定性方法**:在缺乏历史证据的情况下,使用定性预测技术,这些技术基于消费者和专家的意见与判断,通常用于做出中长期决策。 课程目录包括: - 预测介绍 - 未来的不确定性 - 时间 - 时间序列模式 - 节奏与模式 - 太阳周期 - 月亮作为预测工具 - 测量与规模 - 相关性 - 定性与定量预测方法 - 时间序列预测模型 - 回归分析 - 预测与规划 - 基于微积分的预测 - 因素分析在未来预测中的应用 通过本课程,学习者将掌握预测的基础知识和实际应用,为未来决策提供支持。

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Forecasting is a technique of predicting the future based on the results of previous data.It involves a detailed analysis of past and present trends or events to predict future events.It uses statistical tools and techniques.Therefore, it is also called Statistical analysis.In other words, we can say that forecasting acts as a planning tool that helps enterprises to get ready for the uncertainty that can occur in the future.Quantitative Methods - Forecasting future data as a result of historical data is done using quantitative forecasting method. If historical numerical evidence is available and it is fair to conclude that any of the characteristics in the data will persist into the future, they are suitable to use. Qualitative Methods - Where historical evidence is unavailable, qualitative forecasting techniques are used to forecast. They are subjective, based on the opinion and judgement of consumers and experts. They are typically used to make moderate or long-term decisions.A Pattern is a combination of elements that are repeated. Rhythm involves using intervals or spaces between elements to give the user an impression of rhythm or movement.ForecastingTable of Contents•Introduction to Forecasting•The Opacity of the Future•Time•Time Sequence Pattern•Rhythms and Patterns•The Cycles of the Sun•The Moon, a Forecasting Instrument•Measurement and Scales•Correlation•Qualitative and Quantitative Forecasting Methods•Time Series Forecasting Models•Regression Analysis•Forecasting and Planning•Calculus based ForecastingFactor Analysis in Predicting the Future

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