Tuesday, September 27, 2022
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Stack Overflow traits: Weekday vs weekend website exercise


At Stack Overflow, we get questions and solutions from coders who’re professionals, hobbyists (typically each), and college students. As {most professional} builders work Monday by Friday jobs, we’d anticipate to see the professionals ask job associated questions on the weekdays and facet challenge questions on the weekends. 

A chart showing the traffic for all days during the year, where Saturday and Sunday are noticeably lower in traffic.

No, this isn’t the GitHub commits of an over attaining programmer however as a substitute is the site visitors to Stack Overflow for daily throughout 2021. Most of our site visitors happens throughout the work week (Monday to Friday)—85% to be precise. We took a have a look at these traits previously (2017 and 2019), however the final three years have seen seismic shifts because the pandemic despatched many individuals to work at home and lots of firms on the lookout for methods to help their newly distant workforce. On this article, we’re digging into subjects and traits throughout weekdays and weekends to uncover what applied sciences are working their method into the office, what subjects are prompting essentially the most questions, and areas the place the group has essentially the most solutions.

When it comes to query versus reply exercise, we see each observe an identical distribution of the pageview heatmap above. There are 64% extra questions posted on a weekday in comparison with weekend day and 61% extra solutions posted on weekdays in contrast weekend days.

The rise of the cloud

We shared beforehand that the pandemic accelerated cloud improvement considerably. We noticed about 4 years price of common annual development in Q&A on cloud-related tags over the span of simply three months in the beginning of lockdown within the U.S. Equally, cloud subjects are driving extra weekday exercise in comparison with exercise on the weekend. In 2019, three of the highest ten subjects seeing the best variance between weekday and weekend exercise have been related to the cloud. In 2020, that jumped to 5 of the highest ten, and in 2021, it jumped as much as seven of the highest ten. In each years, all ten tags have been straight associated to applied sciences typically utilized in knowledgeable setting.

[CHART: Difference in average daily questions; Top 10 rankings for 2019, 2020, and 2021]

During the last yr, the Microsoft Azure tag noticed the most important enhance in questions requested between the common weekend and the common weekday, 220%. The AWS tag is available in second at 121%, and Google Cloud is third at 111%. What does that imply? Of the largest three cloud suppliers, Google Cloud sees essentially the most even exercise from the weekend to weekday and from our 2022 Developer Survey we all know that it’s the second hottest platform amongst these studying to code. That mentioned, AWS technically sees the most important quantity of questions on weekdays and weekend days in comparison with the opposite two cloud platforms—by a protracted shot.

One other strategy to visualize this alteration over time is to match the relationships between questions requested on weekends and weekdays, we will infer which applied sciences are extra generally used throughout the work week.

Learn how to learn this chart:

  • Above the dotted line means questions requested are proportionally extra on the weekends
  • Under the dotted line means questions requested are proportionally extra on the weekdays
CHART: Trending; Cloud Platforms

​Above we will see that the azure tag continues to maneuver additional into the work week whereas heroku stays extra well-liked throughout the weekend. That is supported by our Developer Survey outcomes as we see Heroku being the cloud supplier of alternative for these studying to code and Azure being hottest amongst enterprises with 10,000 or extra workers.

“Many legacy firms are transferring to the cloud and newly fashioned companies are using a cloud-based infrastructure, so it is smart to see these cloud tags getting used extra ceaselessly throughout the work week,” famous Jessica Clark, Senior Information Analyst on Stack Overflow’s Platform Engineering staff. “The identical applies to those language traits. As languages resembling Go and Scala change into extra mature, they change into extra prevalent within the office.”

What’s in (at work)

Digging deeper into what applied sciences are proportionally used extra throughout the work week, we seemed into the three traits that we’ve got been observing on Stack Overflow: cloud, containerization, and machine studying. Open supply machine studying tags see extra exercise on the weekends in comparison with weekdays the place the providers to coach and deploy fashions in a manufacturing setting see extra. In comparison with containerization and cloud which appear to be scattered throughout each.

The bigger cloud suppliers are dominating weekday exercise (comparatively)—no shock—whereas others are way more well-liked on weekend days. Whereas we’re starting to see Docker change into a elementary instrument for skilled builders, Kubernetes sees extra exercise throughout the weekday.

Learn how to learn this chart:

  • Just like above however the additional to the fitting means the tag is extra generally used on Stack Overflow 
CHART: Difference in total question frequency; topic

The highest weekend tags—digital-ocean, heroku, and firebase—are all cloud-related merchandise that assist small groups and solo builders ramp up on their initiatives. Those weighted in direction of weekdays are all merchandise that profit giant enterprise initiatives—azure, kubernetes, and a trio of hosted machine studying initiatives. The job vs. interest spit is fairly evident right here. 

We took a have a look at some well-liked “new” languages throughout the platform to get a really feel for what’s transferring into the office based mostly on comparative weekend and weekday exercise. As an illustration, if we see well-liked weekend subjects rising throughout weekdays (and stabilizing throughout all days), we will conclude that they’re gaining recognition in workplaces. For languages, Rust, Go, and Scala are choosing up throughout weekdays and the distinction between weekend and weekday exercise is steadily trending down since 2012.

CHART: Trending; New languages moving into the workplace

“Scikit-learn, PyTorch, and TensorFlow are all open supply ML frameworks which are well-liked for studying ML,” Jessica shared. “It’s not stunning to see these getting used extra ceaselessly throughout the weekend.”

Conclusion

This information tells us so much about how studying is trending throughout the group and the setting by which persons are studying. With over 70% of builders studying to code on-line, what they’re studying of their free time is ceaselessly what makes its method into the group they work for. Significantly in the case of cloud, I personally suppose that the platform that gives the most effective developer expertise is poised to win the cloud wars.

Observe on our methodology

Since time zones are tough and never everybody’s weekend begins at the very same time throughout the globe, we used customary U.S. Jap Time because the boundaries for evaluation however there may be some variance within the information due to that. Cue somebody asking a few 4 day workweek.

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