<p><strong>Variables that are Robust:</strong></p>
<ol>
<li><p><strong>Temperature</strong>: It is a large-scale atmospheric condition and can be well observed and least errored with.</p>
</li>
<li><p><strong>Wind Direction</strong>: The wind patterns are determined with high and low atmospheric pressure which is a crucial factor in determining the direction of the wind. As the atmospheric pressure doesn't change suddenly, they have stable patterns</p>
</li>
<li><p><strong>Cloud Coverage</strong>: The cloud moments can be observed through satellite and can be pretty to the mark due to the same.</p>
</li>
</ol>
<p><strong>Variables that are Harder to Predict:</strong></p>
<ol>
<li><p><strong>Precipitation</strong>: This factor highly depends on microphysical processes that are highly sensitive to the condition and hard to predict accurately cause it can fluctuate as no condition can be constant.</p>
</li>
<li><p><strong>Wind Speed</strong>: Wind speed depends on the landscape it is observed at like in mountain or coastal areas we cannot say what can be the exact speed or speed range of the wind due to local effects. No to mention the small-scale features, like turbulence and gusts, are hard to resolve in models.</p>
</li>
</ol>

CC BY-SA 4.0
2024-12-02T18:08:38.377Z
Not sure who downvoted you but I'd like to know why! Thanks for the answer.
codenoob
CC BY-SA 4.0
2024-12-02T23:10:42.620Z
looks like ChatGPT output
f.thorpe
CC BY-SA 4.0
2024-12-03T04:36:52.477Z
Thanks for appreciation!
@f.thorpe No, this is what I wrote from my research on the web, not every categorized answer is written by  ChatGPT. Let the Stack Overflow community decide if it is AI-generated.
Trushaba B. Jadeja
CC BY-SA 4.0
2024-12-03T13:22:30.993Z
This answer exhibits many of the characteristics not only of an AI-generated answer but also a hallucinogenic AI-generated answer. In other words, it is not only AI-generated, it is wrong.
David Hammen
CC BY-SA 4.0
2024-12-07T06:41:46.843Z
You really think it's ai generated despite the errors and broken English?
JeopardyTempest
CC BY-SA 4.0
2024-12-02T11:28:57.053Z
2024-12-02T11:28:57.053Z
Trushaba B. Jadeja
<p>Among the common weather forecast variables:</p>
<ul>
<li>Temperature</li>
<li>Wind Speed</li>
<li>Wind Direction</li>
<li>Precipitation</li>
<li>Cloud coverage</li>
<li>... other variables?</li>
</ul>
<p>Which ones are the most robust when forecast and which ones are very hard to predict or likely to deviate from the forecast?</p>

CC BY-SA 4.0
2024-12-02T04:08:46.347Z
the answer to this question depends on what area the forecast is made for.
trond hansen
CC BY-SA 4.0
2024-12-02T23:08:52.080Z
This question is too general.  Perhaps if more specifics about a real example were provided, it would be reopened.  Factors such as location, altitude, model used, time regime, forecast day, etc. influence model performance.  Furthermore, models are always wrong, so we compute the amount of model error, bias, or other performance metric.
f.thorpe
<weather-forecasting>
What is Hardest to Forecast / Most Likely to be Forecast Wrong, and Easiest / Most Likely to be Right?
codenoob
# What is Hardest to Forecast / Most Likely to be Forecast Wrong, and Easiest / Most Likely to be Right?

(Asked by: username_0 on 2024-12-01)

Among the common weather forecast variables:

* Temperature
* Wind Speed
* Wind Direction
* Precipitation
* Cloud coverage
* ... other variables?

Which ones are the most robust when forecast and which ones are very hard to predict or likely to deviate from the forecast?

**Tags:** weather-forecasting

> **Comments:**
> **username_1**: the answer to this question depends on what area the forecast is made for.  
> **username_2**: This question is too general.  Perhaps if more specifics about a real example were provided, it would be reopened.  Factors such as location, altitude, model used, time regime, forecast day, etc. influence model performance.  Furthermore, models are always wrong, so we compute the amount of model error, bias, or other performance metric.  

---

## 1 answers

### Answer by username_3 on 2024-12-02. Score: -2

**Variables that are Robust:**

1. **Temperature**: It is a large-scale atmospheric condition and can be well observed and least errored with.
2. **Wind Direction**: The wind patterns are determined with high and low atmospheric pressure which is a crucial factor in determining the direction of the wind. As the atmospheric pressure doesn't change suddenly, they have stable patterns
3. **Cloud Coverage**: The cloud moments can be observed through satellite and can be pretty to the mark due to the same.

**Variables that are Harder to Predict:**

1. **Precipitation**: This factor highly depends on microphysical processes that are highly sensitive to the condition and hard to predict accurately cause it can fluctuate as no condition can be constant.
2. **Wind Speed**: Wind speed depends on the landscape it is observed at like in mountain or coastal areas we cannot say what can be the exact speed or speed range of the wind due to local effects. No to mention the small-scale features, like turbulence and gusts, are hard to resolve in models.

> **Comments:**
> **username_0**: Not sure who downvoted you but I'd like to know why! Thanks for the answer.  
> **username_2**: looks like ChatGPT output  
> **username_3**: Thanks for appreciation! @username_2 No, this is what I wrote from my research on the web, not every categorized answer is written by  ChatGPT. Let the Stack Overflow community decide if it is AI-generated.  
> **username_4**: This answer exhibits many of the characteristics not only of an AI-generated answer but also a hallucinogenic AI-generated answer. In other words, it is not only AI-generated, it is wrong.  
> **username_5**: You really think it's ai generated despite the errors and broken English?  

---

