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Recommended Self-Study Path for Statistics

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Re: Recommended Self-Study Path for Statistics

#11
post #7

I encounter this a lot at work. People needing more advanced stats skills for a new role and not having much training in it or if they did it was years ago. (I work in finance which has become increasingly quant and stats heavy - faster than training in it has). My advice: Figure out exactly what type of stats work your teams are doing. Make a list of those topics. Random example: are those Kolmogorov–Smirnov or Mann…

Thanks. Any idea how to go about finding a tutor?

Re: Recommended Self-Study Path for Statistics

#12
Allen Downey offers many free and excellent textbooks online from his Green Tea Press [0].

You can learn statistics, Bayesian reasoning, and a bunch of other stuff.

Sites like Coursera, edx, and Udacity all have courses for other presentations and applications of statistics at pretty much every degree of difficulty.

[0] http://greenteapress.com/wp/

Re: Recommended Self-Study Path for Statistics

#13
post #7

I encounter this a lot at work. People needing more advanced stats skills for a new role and not having much training in it or if they did it was years ago. (I work in finance which has become increasingly quant and stats heavy - faster than training in it has). My advice: Figure out exactly what type of stats work your teams are doing. Make a list of those topics. Random example: are those Kolmogorov–Smirnov or Mann…

Thanks. Any idea how to go about finding a tutor?

Where you located? Likely a local tutoring company can find one for you at the skill level you need.

Others on here might have input on websites that do this.

We use pretty advanced stats at work so I cold emailed a professor at a local university and he was able to connect to grad students (they get these types of emails more than one thinks).

If interested, if I remember it was ~$120 an hour, the tutor had a PhD already and was doing postdoc. 3 hours a week with a tutor combined with self study at home for about 2 months before feeling "ready".

The self study never stops of course.

Re: Recommended Self-Study Path for Statistics

#14
post #13

Earlier quoted context omitted.

Thanks. Any idea how to go about finding a tutor?

Where you located? Likely a local tutoring company can find one for you at the skill level you need. Others on here might have input on websites that do this. We use pretty advanced stats at work so I cold emailed a professor at a local university and he was able to connect to grad students (they get these types of emails more than one thinks). If interested, if I remember it was ~$120 an hour, the tutor had a PhD al…

PS. If you think it would help and if you are able to post more info about the type of work your guys are doing, I'd be happy help answer questions you may have.

Re: Recommended Self-Study Path for Statistics

#15
You can take free online courses to refresh your Statistics knowledge.

Coursera https://www.coursera.org/browse/data-science/probability-and...

Coursera - Making sense of Data http://academictorrents.com/details/a0cbaf3e03e0893085b6fbdc...

MIT 6.041 Probabilistic Systems Analysis and Applied Probability https://www.youtube.com/playlist?list=PLUl4u3cNGP61MdtwGTqZA...

Statistics 110: Probability - Harvard https://www.youtube.com/playlist?list=PL2SOU6wwxB0uwwH80KTQ6...

Udacity also has few courses on Statistics.

Re: Recommended Self-Study Path for Statistics

#16
post #7

I encounter this a lot at work. People needing more advanced stats skills for a new role and not having much training in it or if they did it was years ago. (I work in finance which has become increasingly quant and stats heavy - faster than training in it has). My advice: Figure out exactly what type of stats work your teams are doing. Make a list of those topics. Random example: are those Kolmogorov–Smirnov or Mann…

"Stats in practice is often more about not making errors than it is about accuracy."

What's the nuance? (Serious question)

Re: Recommended Self-Study Path for Statistics

#18
Old but gold. Kennedys 'A guide to econometrics'. Not so much a textbook as a book that ties theory to practice and explains common pitfalls and intuitions. It's one upmanship in statistical practice.

You shouldn't try to learn stat on par with your teams. Learn to ask the right questions.

If you prefer learning by doing then Elements of statistical learning would give you some modern skills plus add good questions (model testing and prediction are imho more important than base skills, and central to the work of Tibshirani et.al.) to your book.

I think the coaching approach in the other response thread is worthwile as well. If you weren't really into stats before and haven't read up when it wasn't part of your day job, the route of learning the skillset seems a detour. Possible if motivated ofc, but you need advice on managing stat heavy teams. That is a different, though related ballpark.

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