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为什么我会努力学Python数据分析?

  • 2026-02-08 19:56:07
为什么我会努力学Python数据分析?

首先想问一个问题?"未来十年最值钱的技能是什么?

我想大多数的人会回答AI,对,AI现在火得不行。

但说个大实话,我们普通人直接去搞AI,就像还没学会走就想飞。而且AI的根,其实就是扎在数据里。你喂给机器的、你让它分析的、你凭以下判断的,都是数据。能把数据理清楚、说明白,才是那第一步最实在的功夫。

这也是我一个会计,下定苦心学Python数据分析,最根本的原因——我想够到那个未来,而不是被它甩开。

说计划,不如说我自己正在走的一条路。我自己是这么规划学习的,不一定对,但很实在:

第一阶段(1-2个月):先打好脚下的地基

  1. Excel玩到精:别笑,这才是饭碗。数据透视表、VLOOKUP这些,我要求自己必须闭着眼都会。这是每天都能用上的真功夫。

  2. 学点统计常识:均值、标准差、假设检验…这些名词听起来唬人,但看些入门课就懂个大概,目的是以后看报告、自己分析时,心里有底,不被忽悠。

  3. 搞定SQL:就是学怎么跟数据库要数据。核心就几句指令,但能从系统里自己把需要的数据“捞”出来,不用再求人,这种感觉太重要了。

详细具体的安排,看下图!

第二阶段(2-3个月):动手能力往上走

  1. 开始碰Python:主要就学pandas这个库,它能处理Excel搞不定的、更乱更大的表格。一开始很难,但第一个自动合并报表的脚本跑通时,成就感爆炸。

  2. 学用BI工具:比如Power BI或Tableau。不是为了炫酷,是把分析结果变成老板和同事一眼能看懂的图表,让自己干的活被看见。

  3. 琢磨业务逻辑:学点AARRR、RFM这些分析模型。财务数据不只是数字,它连着公司的业务。搞懂这个,分析才能说到点子上。

详细具体的安排,看下图!

第三阶段(往后):往深了走走看
这步我还在眺望,算是我的“愿望清单”。比如试着用Python做点简单的销量预测(机器学习入门),或者了解一下大数据平台是咋回事。不一定真成为专家,但要知道世界已经走到哪了,自己别掉队。

详细具体的安排,看下图!

我的大实话
这条路,我正走到第一阶段末尾,在第二阶段门槛上磕磕绊绊。我分享出来,不是以“老师”的身份,而是作为一个同行者。这里面每一条,都是我查了无数资料、结合自己会计工作后,觉得最务实、最能坚持下去的路径。希望可以帮到你!

数据分析没有神话,它就是一个“遇到问题-找工具解决-积累经验”的循环。每个高手,都是从手忙脚乱写第一个公式、跑第一行代码开始的。

如果你和我想法差不多,也在找一条不浮夸、能走下去的路,也许我们可以一起。你目前在哪个阶段?或者正被哪个具体问题卡住?可以多交流,我们互相打气,交换点实在经验。

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  1. CONNECT:[ UseTime:0.000374s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000733s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000557s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000248s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000520s ]
  6. SELECT * FROM `set` [ RunTime:0.000190s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000598s ]
  8. SELECT * FROM `article` WHERE `id` = 474391 LIMIT 1 [ RunTime:0.025619s ]
  9. UPDATE `article` SET `lasttime` = 1770562023 WHERE `id` = 474391 [ RunTime:0.005154s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.001555s ]
  11. SELECT * FROM `article` WHERE `id` < 474391 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.033199s ]
  12. SELECT * FROM `article` WHERE `id` > 474391 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.017568s ]
  13. SELECT * FROM `article` WHERE `id` < 474391 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.024610s ]
  14. SELECT * FROM `article` WHERE `id` < 474391 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.011784s ]
  15. SELECT * FROM `article` WHERE `id` < 474391 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.008286s ]
0.220144s