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Sales Forecasts for Existing Consumer Products and Services: Do Purchase Intentions Contribute to Accuracy?

机译:现有消费品和服务的销售预测:购买意愿有助于准确性吗?

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摘要

Purchase intentions are routinely used to forecast sales of existing products and services. While past studies have shown that intentions are predictive of sales, they have only examined the absolute accuracy of intentions, not their accuracy relative to other forecasting methods. For example, no research has been able to demonstrate that intentions-based forecasts can improve upon a simple extrapolation of past sales trends. We examined the relative accuracy of four methods that forecast sales from intentions. We tested these methods using four data sets involving different products and time horizons; one of French automobile sales, two of U.S. automobile sales, and one of U.S. wireless services. For all four products and time horizons, each of the four intentions-based forecasting methods was more accurate than an extrapolation of past sales. Combinations of these forecasting methods using equal weights lead to even greater accuracy, with error rates about one-third lower than extrapolations of past sales. Thus, it appears that purchase intentions can provide better forecasts than a simple extrapolation of past sales trends. While the evidence from the current study contradicts the findings of an earlier study, the consistency of the results in our study suggest that intentions are a valuable input to sales forecasts.
机译:购买意向通常用于预测现有产品和服务的销售。尽管过去的研究表明,意图可以预测销售,但它们仅检查了意图的绝对准确性,而不是相对于其他预测方法的准确性。例如,没有研究能够证明基于意图的预测可以通过对过去销售趋势的简单推断来改善。我们检查了四种通过意图预测销售额的方法的相对准确性。我们使用涉及不同产品和时间范围的四个数据集测试了这些方法。法国的汽车销售之一,美国的汽车销售两次,美国无线服务之一。对于所有四种产品和时间范围,四种基于意图的预测方法比对过去销售的推断更为准确。这些使用相同权重的预测方法的组合可以带来更高的准确性,错误率比过去的销售推断低约三分之一。因此,与对过去销售趋势的简单推断相比,购买意图似乎可以提供更好的预测。尽管当前研究的证据与早期研究的发现相矛盾,但我们研究结果的一致性表明,意图是销售预测的宝贵输入。

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