Ivan Svetunkov
@isvetunkov.bsky.social
240 followers 18 following 58 posts
Leading Expert in Statistical Learning for Demand Forecasting https://openforecast.org/
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isvetunkov.bsky.social
When I read posts written by some ML experts, I notice that they either overlook or do not explain a few crucial steps in demand forecasting. In this post, I want to highlight the three most important ones (IMHO).

openforecast.org/2025/10/08/s...

#forecasting #machinelearning
Several crucial steps in demand forecasting with ML - Open Forecasting
When I read posts written by some ML experts, I sometimes notice that they either overlook or do not clearly explain a few crucial steps in demand forecasting. In this post, I want to highlight the th...
openforecast.org
isvetunkov.bsky.social
I can no longer send personal messages on Bluesky because of the idiotic British Online Safety act... I'd be really grateful if you could send me an email on ivan at svetunkov.com.
Svetunkov.com
svetunkov.com
isvetunkov.bsky.social
I'd be curious to know what you think about it.
If I ever get a free copy of this, I'd read it to make my own impression of it. But I don't want to give him my money after all the stuff he told me on social media 😄
isvetunkov.bsky.social
Having communicated with the author on LinkedIn over the last couple of years, I'd be curious but cautious about this book. He's been spotted making ludicrous claims and silly mistakes in the area of forecasting without any self reflection. So, I'd be critical when reading this. But this is IMHO.
isvetunkov.bsky.social
Thank you for the kind words!
isvetunkov.bsky.social
The post currently has 981 likes, 154 comments and 46 reposts. This tells you more than enough about Valeriy and what people really think about him.

#machinelearning #datascience #forecasting
isvetunkov.bsky.social
Some of you know that the UK education sector is in crisis. The blame is often placed on Chinese students, who have stopped coming to the UK for increasingly expensive education. We have issues at Lancaster University, so I wrote a post: ivan.svetunkov.com/en/2025/07/3...

#education #crisis
Lancaster University crisis – Ivan Svetunkov
ivan.svetunkov.com
isvetunkov.bsky.social
This year, I couldn’t attend the International Symposium on Forecasting, which I usually do, so instead I went to Gran Canaria for ITISE 2025 to present my research with Nikos Kourentzes on pooling. Read more about it here: openforecast.org/2025/07/21/i...

#forecasting #datascience #machinelearning
ITISE2025: Beyond summary performance metrics for forecast selection and combination - Open Forecasting
This year, I couldn’t attend the International Symposium on Forecasting (organised by the International Institute of Forecasters), which I usually do, so instead I went to Gran Canaria for the Interna...
openforecast.org
isvetunkov.bsky.social
Thanks for promoting my paper, @econmaett.bsky.social !

In the short, we show in the paper that the direct strategy implies shrinkage of parameters of dynamic models (such as ARIMA and ETS), which could be beneficial under some circumstances.
isvetunkov.bsky.social
Ah! That one! Yes, that's a good idea. I don't see how this can be done for demand forecasting for companies because the data is typically under NDA, and there's no way to check the results independently. But for the economic forecasting, that's a good idea. 👍
isvetunkov.bsky.social
I personally prefer the lines, because I guess I'm more used to that :). But this could work for some, why not?
isvetunkov.bsky.social
SBC is not for you!

I’ve been acting as a reviewer lately, providing comments on papers about intermittent demand, and I’ve felt a bit frustrated by what some authors write. Let me explain.

openforecast.org/2025/06/04/s...

#machinelearning #datascience #forecasting #intermittent #demand
SBC is not for you! - Open Forecasting
I’ve been acting as a reviewer lately, providing comments on papers about intermittent demand, and I’ve felt a bit frustrated by what some authors write. Let me explain. Several papers I reviewed clai...
openforecast.org
isvetunkov.bsky.social
NHS has a helpful page with a set of questions you can ask your GP to ensure you receive the right treatment for your illness. Surprisingly, these questions can be applied in other fields as well. Here’s an example in applied forecasting, working with companies.

openforecast.org/2025/05/28/s...
Six questions for a forecaster-consultant - Open Forecasting
NHS has a helpful page with a set of questions you can ask your GP to ensure you receive the right treatment for your illness. Surprisingly, these questions can be applied in other fields as well. Her...
openforecast.org
isvetunkov.bsky.social
IMHO, even for prediction stepwise is not the best option...

But practically speaking if you want one thing, you go one way, if you want another, do something else (e.g. decision trees as mentioned by @tiddlydump.bsky.social below). But my original question was more about the "true" model.
isvetunkov.bsky.social
I agree on that. And this is a very practical point. Mine was philosophical :)
isvetunkov.bsky.social
This comes to a great philosophical question, which I have not personally resolved for myself entirely: should the models for prediction and effects evaluation be fundamentally different or not? I'm more inclined towards "they should be the same", but I don't have strong view on that.
isvetunkov.bsky.social
My post was a bit provocative for a reason 😀, just to raise attention of people to the more modern approaches. There's nothing bad about the Holt-Winters method, BTW. It's just it is now encompassed by a bigger and more solid model.
isvetunkov.bsky.social
Fundamental Flaw of the Box-Jenkins Methodology

If you've taken a course on forecasting or time series analysis, you’ve probably heard of ARIMA and the Box–Jenkins methodology. IMHO, the methodology has a fundamental flaw and should not be used. Here’s why.

openforecast.org/2025/05/13/f...
Fundamental Flaw of the Box-Jenkins Methodology - Open Forecasting
If you have taken a course on forecasting or time series analysis, you’ve probably heard of ARIMA and the Box–Jenkins methodology. In my opinion, this methodology has a fundamental flaw and should not...
openforecast.org
isvetunkov.bsky.social
I haven't, but I thought that it has been previously explored in several papers. Giacomo is one of the academics that did that exploration. I'd suggest getting in touch with him :).