puffs 发表于 2024-4-23 18:29:30

做数据分析,99%的人读不懂这张图

经常有同学抱怨,在公司里,总被催着问:通过数据,你看到了什么?可实际数据就几个曲线而已,也不知道咋解读。也没有人教,自己好不容易写了几句,又被嫌弃:“你这都是废话,我们要深层次含义”。咋办?就举个最简单的例子,下边是某公司一周销量数据,你看到了什么?

data:image/png;base64,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
      一、错误的数据解读示例
[*]高了表扬低了骂。数据解读,写的是:周一到周五很高,周六、周日低,所以要!搞!高!……这么解读当然会被说:你这都是废话啊!业务又不是瞎子,看不到数字是周六日低吗。
[*]哪里跌了哪搞高。因为周六跌了48%,所以要搞高……这个是废话*2和上一种说法是一个模子里刻出来的。
[*]加减乘除算不停。平均值95.2,最大值125,最小值35……这个是废话*3。平均95.2所以呢?最大值125所以呢?这还是在把数字复述一遍而已,没有讲出任何含义。

二、解读的关键是理清业务含义 以上三种错误的共同点,是:就数论数,止于数据。没有读出数据背后的业务意义。其实数据解读一点都不高深,我们每月每天都在用,比如:

data:image/png;base64,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

业务部门做决策也一样。他们想听的是:不划算、不喜欢、买不起。他们更想听的是:“今天中午预算只有人均50,在这家川菜馆既管饱又好吃”,他们想听的绝不是“2公里内共28家餐厅,平均价格63元,最高价725元,最低价13元,较上个月价格提升了10%”——这真的是一点意义都没有。
想要得出这种判断,需要三个条件:
了解数据代表的现实含义
了解数据大小代表的现实区别
明确判断标准
比如大众点评上饭店人均金额185元。它不是一个孤零零的数字,而是填肚子的成本,这是人均金额的现实含义。成本低了可以接受,高了就吃不起,这是数据大小的现实区别。比如我一个月餐费预算只有3000块,意味着每天只有100块钱,这就有了标准。那这一顿185,明天就得吃土了。这就形成了判断:太贵了,得换个地方。
解读企业数据也如此,不能只见数据,不见业务。同样三点:

[*]业务含义:数据反映的是什么业务
[*]业绩走势:通过数据形态,解读业务发展走势
[*]判断标准:到底什么算好,什么算不好
下边我们一个个看一下。

      三、从理解业务含义开始
回到开头的例子,“销售业绩”这个指标本身有很多含义。

[*]直接含义:销售队伍的努力程度
[*]销售业绩+成本:企业的盈利情况
[*]销售业绩+产品:产品畅销程度
[*]销售业绩+用户分层:用户的需求
[*]销售业绩+库存:产品进销存管理质量
但是注意:这里并没有标准,因此无法判断是好是坏。这也是为什么直接下结论:业绩低了要搞高,是非常错误的行为。
销售业绩直观反映的是销售队伍的努力程度,想知道这个数值是好是坏,我们可以直接去问“销售队伍的KPI达标了多少?”;也可以从业绩曲线走势来判断。这就需要做第二步:观察业绩走势。

      四、观察业绩走势
一个问题:“什么样的产品会卖出这种曲线?”因为有七天的数据,所以可能代表了三种走势:


1. 自然周期性变化 七天代表了一周,周一到周五是工作日,周六周日是休息日,所以这是一个工作日销售多,休息日没销售的产品——是滴,你很自然联想到,这可能是B2B的交易,工作日上班了才有大把生意,周日都休息了。或者是围绕B2B的衍生生意,比如CBD的餐厅一类。

2. 生命周期性变化 有可能某个主打商品销售到了生命周期末尾,正在退市,下一款新的马上要上,暂时变化。注意,一般看生命周期数据,是从生命周期开始做T+N天的图来看,不是看自然日。

3. 突发性变化 有可能刚好周六日出了问题,交易系统down机,有可能刚好促销活动到周六日结束,有可能刚好周六日恶劣天气。
通过对走势的判断,可以建立初步的标准。如果是周期性变化,那很有可能是正常波动,我们初步判做“正常”。如果是突发+下跌,那很有可能是异常且坏的波动,我们可以初步判做“问题”。有了标准,就能下判断,只是三种假设都有可能,需要进一步验证。

      五、列出假设做验证
想知道自己思考的对不对,就得去验证假设。验证假设的办法有两种:第一,可以和业务部门沟通,了解实际情况。第二,可以参考过往数据,验证判断,同时反向验证业务部门是不是撒谎了。
数据验证可以做的很复杂,但也能做的很简单。不需要很复杂的逻辑,只要一根曲线就够了。如下图。

data:image/png;base64,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

只要延长时间,靠一根业绩走势+业务表现,也可以解读出变化的原因。如果过往一直都是有周期性波动,那拉长时间就能看出来周期规律。
实际企业经营中,也经常出现上边三种情形,只是形态更复杂,往往是三种混合。比如B2C零售和B2B销售是反着的:

[*]自然周期性:周五到周日高,其他工作日低;
[*]生命周期性:新品上市到下市有季节性规律
[*]突发事件:大促销(猛涨)恶劣天气(猛跌)
在看数据的时候,往往会在业绩曲线上打上标签,比如一个日期是否节假日,是否某重点产品生命周期结束,是否突发情况。这样,可以从看似无规律的曲线里区分出规律来。
这也是为啥很多经验丰富的业务人员,即使没有专门的数据分析,也能快速判断形势的原因。因为他们很了解业务上发生了啥事,了解过往业绩曲线形态。结合业务表现看走势,比盲目的算同比、环比、平均数,中位数要有用得多。

      六、深入细节看问题
做完上一步,只是帮大家理解了数据含义,并没解答什么问题。如果止于上一步,就会变成业务的应声虫:“业绩下降是因为下大暴雨了”“这是正常波动,周末肯定要跌啦”……只是单纯的这么解读,很有可能会换来一句:“我早知道了”。
实际上,往往人们都会注意到突发性急病,容易缺失的是对慢性病的观察。比如下图:

data:image/png;base64,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

如果只看日数据,会感觉似乎每天波动不大,只能略微感到月头比月尾似乎高那么一点。但是如果拉长看周数据,就会发现问题。为什么在业绩好的月份,最后一周不冲刺业绩了?上月业绩好+月底不冲刺+本月开局格外好,这个曲线走势不和规律,很有可能是这就是B2B销售中的“藏业绩”行为。
这时候,做数据分析的也能对一线业务说:我早知道了。甚至还能从下个月初吐出多少单,反推出来他们每个人藏了多少业绩。
这也是为啥实际企业经营中,我们不止看孤零零一个数,而是搭一个数据指标体系,还要做日报、周报、月报的原因。日报用来关联业务动作,反应突发问题,周报和月报用来追踪趋势,发现更深层次的问题。深层次的问题,再由专题分析解决。这样就构成了数据分析体系,系统化作战,才有威力。
当然,实际分析场景会更复杂。有可能经过数据解读,我们得出的是:“销售在藏单,真实业绩比数据体现的更好”这种结论,但到底是不是藏了,真实的又是多少,还得成立专项,深入分析。但无论如何,我们都比只回复一句:“要搞高!”要进步了很多,也能赢得业务的尊重。

七、解读数据是个硬技能
有同学会说:既然让数据分析师自己猜这么难,为什么不直接沟通业务的需求呢?是滴,理论上最佳的状态,是业务和数据之间有定期沟通,业务陈述需求,数据反馈结论。
不过大部分企业,这个状态不存在。大部分企业都是大家各忙各的,数据忙于爬表出数应付日常各种报表,业务忙着干活撕逼。部门之间深沟高垒,几乎没有沟通,越大的公司越是如此。
再加上,很多人对数据分析本身认识不清,还停留在“一个仙风鹤骨的道长掐指一算,口出出惊世憾俗之言”的印象中。共同作用,导致了文章开头的问题。因此数据分析师不能单纯指望业务把什么问题都梳理好了丢给自己,还是得有主动解读的能力的。



Linda_aaa 发表于 2024-4-25 09:30:33

学习了
页: [1]
查看完整版本: 做数据分析,99%的人读不懂这张图