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Statistical Methods in Economics                            Pavitar Parkash Singh, Lovely Professional University


                   Notes                  Unit 22: Time Series Analysis—Introduction and

                                                        Components of Time Series




                                    CONTENTS
                                    Objectives
                                    Introduction
                                    22.1 Introduction to Time Series Analysis
                                    22.2 Components of Time Series
                                    22.3 An Illustration Involving All Components
                                    22.4 Summary
                                    22.5 Key-Words
                                    22.6 Review Questions
                                    22.7 Further Readings

                                  Objectives

                                  After reading this unit students will be able to:
                                  •   Know the Introduction to Time Series Analysis.
                                  •   Discuss Components of Time Series.
                                  •   Explain an Illustration Involving All Components.
                                  Introduction

                                  One of the major managerial responsibilities is the design and implementation of policies for the
                                  achievement of the short-term and long-term goals of the business firm. Previous performances must
                                  be studied so as to generate or forecast future business activity. Given a projection of the pattern and
                                  the level of future business activity, the desirability of alternative actions can then be investigated.
                                  For example, we may be interested to project sales activity levels with maintenance of adequate but
                                  not excessive inventory levels. Labour and material requirements must be projected. Need of working
                                  capital must be anticipated, and appropriate arrangements for financing investigated. The suitability
                                  and timing of capital intensive projects must be carefully evaluated. And lastly, once a strategy has
                                  been selected, control procedures must be incorporated to enable the firm to reassess the validity of
                                  the original projected values and the extent to which the actual results vary on a continuous basis.
                                  The quality of the forecasts or projections the management can make is strongly related to the
                                  information that can be extracted and used from past data. Time series analysis is one of the quantitative
                                  methods used to determine the patterns in data collected over a period of time. Thus, a time series
                                  consists of a set of chronological observations of a statistical series recorded either at successive
                                  points in time or over successive periods of time.
                                  22.1 Introduction to Time Series Analysis

                                  A series of observations recorded over time is known as a time series. The data on the population of a
                                  country over equidistant time points constitute a time series, e.g. the population of India recorded at
                                  the ten-yearly censuses. Some other examples of time series are: annual production of a crop, say,
                                  rice over a number of years, the wholesale price index over a number of months, the turn-over of a firm
                                  over a number of months, the sales of a business establishment over a number of weeks, the daily
                                  maximum temperature of a place over a number of days, and so on. In fact, economic data are, in
                                  general, recorded over time and are released at regular intervals. These constitute economic time series.



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