Astral Codex Ten Podcast feed 2024年07月17日
Working with Google Trends
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文章探讨了使用Google趋势进行研究的挑战,指出单一关键词搜索的局限性,并通过对比多个相关词汇的趋势,揭示了研究兴趣的波动并非总如预期直线上升或下降。

🔍 使用Google趋势研究时,单一关键词的搜索结果可能具有误导性。例如,“psychiatry”和“psychiatrist”显示出相反的趋势。

📈 作者尝试通过搜索“suicide”来探究心理健康话题,却发现数据被2016年电影《自杀小队》的上映影响,呈现出异常高峰。

🧩 为了减少误差,作者选取了九个与精神病学相关的词汇,试图通过单独分析每个词汇的趋势来获取更准确的数据。

📉 作者发现,即使是相关词汇如“depression”和“anxiety”,其趋势也是相反的,说明心理健康领域内的关注点在变化。

🗂️ Google趋势的限制在于无法同时分析多个词汇的相对趋势,但可以通过下载单个查询的数据来分别分析。

[Epistemic status: low. You tell me if you think this works.]

Commenter no_bear_so_low has been doing some great work with Google Trends recently – see for example his Internet searches increasingly favour the left over the right wing of politics or Googling habits suggest we are getting a lot more anxious.

I wanted to try some similar things, and in the process I learned that this is hard. Existing sites on how to use Google Trends for research don’t capture some of the things I learned, so I wanted to go over it here.

Suppose I want to measure the level of interest in “psychiatry” over the past few years:

Looks like interest is going down. But what if I search for “psychiatrist” instead?

 Uh oh, now it looks like interest is going up. I guess what I’m really interested in is mental health more generally, what if I put in “suicide”?

 

Now everything else is invisible, and the data are dominated by a spike in August 2016, which as far as I can tell is related to the release of the movie “Suicide Squad”.

I could try other terms, like “depression” and “anxiety”, but no_bear’s data already tells us those two are moving in opposite directions. Also, depression has a spike in late 2008, which must be related to the stock market crash and people’s expectations of an economic depression. This doesn’t seem like a great way to figure out anything.

I wondered if averaging a bunch of things might take away some of the noise. I chose nine terms that seemed related to psychiatry in some way: psychiatry, psychiatrist, psychotherapy, mental illness, mental health, suicide, depression, antidepressants, and anxiety. Google won’t let you combine that many terms in a single query, but that’s okay – I don’t want to see them relative to one another, I just want to get standardized data on each. There’s a button to download any individual Google Trends query as a spreadsheet:

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Google趋势 研究方法 数据分析 心理健康
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