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用Excel进行供应链数据分析:标准差之后的XYZ

用Excel进行供应链数据分析:标准差之后的XYZ

本文版权属于原创作者Caddy,个人公众号如下,欢迎关注,第一时间获取供应链相关原创好文。

前几集链接如下

用Excel进行供应链数据分析:如何判断正态分布

用Excel进行供应链数据分析:ABC 法详解(附视频)

用Excel进行供应链数据分析:生成月度销售数据(附视频)

用Excel进行供应链数据分析:获取外部数据(附视频)

用Excel函数实现库存分析、控制和预测

用Excel函数实现库存分析和供应链预测(视频版)

用Excel函数实现库存分析和供应链预测(文字版)

这部分我们将用到PowerQuery List功能,可以非常简便的帮我们生成XYZ分析结果。

物料管理的一种比较重要的方法,XYZ 是对于需求的变化大小而言的指标

-        XYZ分别代表以下含义:

-        X – 变动比较小,稳定的消耗

-        Y – 中等变异系数的消耗率

-        Z – 高度变化,随机的消耗率

变化的大小用 变异系数lamda 表示

lamda=standard deviation/mean

X :  0 < Lamda < 0,4     连续的需求

Y : 0,4  < Lamda< 0,8  不稳定

Z : 0,8 < Lamda < 1      零散需求

根据XYX不同 , 预测及管理的方法都是不同的,所有后续的分析都是基于ABC/XYZ的基础上。(视频里面用了0.5,正式运用请以文章中0.4,0.8作为XYZ分类)

List PowerQuery一个非常重要而且非常有用的功能,通过List我们几乎可以完成所有我们能想到的数据分析,他使我们对数据分析的整理整合减少了不少的工作量,并非常直观和好用。

Power query里面,数据的存在有Querytable等形式,在Queryfx这个部分,我们可以稍微改动下公式,就可以产生list,而且,每个行可以link一个list

我们可以再通过PowerQuery里面的List 函数进行计算,比如求平均,求标准差等等。

List.StandardDeviation

List.StandardDeviation(numbersList as list) as null able number

返回列表中numbersList的值的标准偏差的基于样本的估计。如果numbersList是数字列表,则返回一个数字。在空列表或非类型编号的项目列表上引发异常。

List.Average

List.Average(list as list, optional precision as nullablenumber) as any

返回列表list中各项的平均值。结果以与列表中的值相同的数据类型给出。仅适用于数字,日期,时间,日期时间,日期时区和持续时间值。如果列表为空,则返回null

所以这个Any就是所有的数据类型

XYZ的计算公式这里不再说了

List那么好用,怎么生成呢,我们用10分钟时间简单介绍一下,超级好用的List,除了我这里讲的,还有很多其他的运用,可以让我们的分析生活更加美好快乐。

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  1. CONNECT:[ UseTime:0.000855s ] mysql:host=127.0.0.1;port=3306;dbname=wenku;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001179s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.005210s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000726s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001300s ]
  6. SELECT * FROM `set` [ RunTime:0.018608s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001013s ]
  8. SELECT * FROM `article` WHERE `id` = 866684 LIMIT 1 [ RunTime:0.011856s ]
  9. UPDATE `article` SET `lasttime` = 1784785254 WHERE `id` = 866684 [ RunTime:0.009566s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.000533s ]
  11. SELECT * FROM `article` WHERE `id` < 866684 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000936s ]
  12. SELECT * FROM `article` WHERE `id` > 866684 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000727s ]
  13. SELECT * FROM `article` WHERE `id` < 866684 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.012904s ]
  14. SELECT * FROM `article` WHERE `id` < 866684 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.001357s ]
  15. SELECT * FROM `article` WHERE `id` < 866684 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.001606s ]
0.190194s