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    <title>Analysis on Marian Zeis Blog</title>
    <link>https://blog.zeis.de/tags/analysis/</link>
    <description>Recent content in Analysis on Marian Zeis Blog</description>
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    <lastBuildDate>Tue, 13 May 2025 09:30:00 +0200</lastBuildDate>
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      <title>Engagement in Free-Fall: Why SAP Community Blogs Struggle to Be Seen</title>
      <link>https://blog.zeis.de/posts/2025-05-13-scn-freefall/</link>
      <pubDate>Tue, 13 May 2025 09:30:00 +0200</pubDate>
      <guid>https://blog.zeis.de/posts/2025-05-13-scn-freefall/</guid>
      <description>&lt;p&gt;This post is a mirrored copy of my LinkedIn article, kept here so it remains searchable and independent from external platforms.&#xA;You can still find the original on LinkedIn: &lt;a href=&#34;https://www.linkedin.com/pulse/engagement-free-fall-why-sap-community-blogs-struggle-marian-zeis-z4otf/&#34;&gt;LinkedIn Pulse article&lt;/a&gt;.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;p&gt;Back in April 2024 I opened this little series with &lt;a href=&#34;https://www.linkedin.com/pulse/from-open-exchange-corporate-monologue-transformation-marian-zeis-zu6xf/&#34;&gt;&lt;em&gt;From Open Exchange to Corporate Monologue&lt;/em&gt;&lt;/a&gt;, followed in August by &lt;a href=&#34;https://www.linkedin.com/pulse/sap-community-decline-engagement-continues-fall-little-marian-zeis-1wvif/&#34;&gt;&lt;em&gt;SAP Community in Decline&lt;/em&gt;&lt;/a&gt; and, just before Christmas, the GPT-assisted look at &lt;a href=&#34;https://www.linkedin.com/pulse/has-quality-sap-community-questions-gotten-worse-data-driven-zeis-bdyjf/&#34;&gt;question quality&lt;/a&gt;.&lt;/p&gt;&#xA;&lt;p&gt;Twelve months, two platform releases and several batch-downloads later it is time for round four - this time with a split focus:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;strong&gt;Who is writing the blog posts today?&lt;/strong&gt;&lt;/li&gt;&#xA;&lt;li&gt;&lt;strong&gt;Does anybody still read them?&lt;/strong&gt;&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;1--share-of-sap-vs-non-sap-blog-posts---little-news-on-the-macro-level&#34;&gt;1 | Share of SAP vs. Non-SAP Blog Posts - Little News on the Macro Level&lt;/h2&gt;&#xA;&lt;p&gt;&amp;ldquo;Nothing has changed&amp;rdquo; was my gut feeling - and the long-range chart confirms it. Since the second half of 2023 the SAP share hovers stubbornly between &lt;strong&gt;60% and 70%&lt;/strong&gt;; no new record highs, but also no real retreat.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-share-and-absolute-blog-posts-2003-2025.png&#34; alt=&#34;Share and absolute numbers of all blog posts, 2003-05 to 2025-05&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Share and absolute numbers of all blog posts, 2003-05 to 2025-05&lt;/em&gt;&lt;/p&gt;&#xA;&lt;h3 id=&#34;does-the-plateau-invalidate-my-earlier-alarm&#34;&gt;Does the plateau invalidate my earlier alarm?&lt;/h3&gt;&#xA;&lt;p&gt;Not really. The community never bounced back to the sub-40% employee share we enjoyed a decade ago - the &lt;em&gt;status-quo&lt;/em&gt; is simply frozen at a two-thirds &amp;ldquo;corporate voice&amp;rdquo;.&lt;/p&gt;&#xA;&lt;p&gt;&lt;em&gt;Assumption check:&lt;/em&gt; My earlier claim of &lt;strong&gt;&amp;ldquo;no further change&amp;rdquo; holds for percentages&lt;/strong&gt;, but the green bars (absolute SAP posts) are still inching up. The non-SAP bars are mostly flat. So the balance only stays constant because both lines move in parallel.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;2--tech-blog-boards---a-very-different-story&#34;&gt;2 | Tech-Blog Boards - A Very Different Story&lt;/h2&gt;&#xA;&lt;p&gt;Drill down to the two technology boards (&lt;code&gt;technology-blog-sap&lt;/code&gt;, &lt;code&gt;technology-blog-members&lt;/code&gt;) and you get a much livelier picture.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-share-and-absolute-tech-blogs-all-time.png&#34; alt=&#34;Figure 2 - Share and absolute numbers in the tech blogs, entire history&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Figure 2 - Share and absolute numbers in the tech blogs, entire history&lt;/em&gt;&lt;/p&gt;&#xA;&lt;img src=&#34;chart-share-and-absolute-tech-blogs-last-12-months.png&#34; alt=&#34;Figure 3 - Share and absolute numbers in the tech blogs, last 12 months&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Figure 3 - Same data, last 12 months&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;Key observations:&lt;/p&gt;&#xA;&lt;ol&gt;&#xA;&lt;li&gt;&lt;strong&gt;Member posts are growing&lt;/strong&gt; - up by ~25% year-on-year.&lt;/li&gt;&#xA;&lt;li&gt;&lt;strong&gt;SAP posts are shrinking&lt;/strong&gt; - down by ~15% in the same period (especially 2025-01 to 2025-03).&lt;/li&gt;&#xA;&lt;/ol&gt;&#xA;&lt;p&gt;&lt;em&gt;Assumption:&lt;/em&gt; The main reason for this change is the lower number of SAP blog posts. One possible explanation is that the personal target number of blog posts required to achieve a possible bonus has been reached. This also explains the high number of SAP blog posts in December.&lt;/p&gt;&#xA;&lt;p&gt;There was also an increase in blog posts from non-SAP members and new members of the SAP community (see next point).&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;3--who-are-those-members---rank-distribution&#34;&gt;3 | Who Are Those Members? - Rank Distribution&lt;/h2&gt;&#xA;&lt;img src=&#34;chart-tech-blogs-experienced-vs-inexperienced-last-12-months.png&#34; alt=&#34;Figure 4 - Experienced vs. inexperienced share in the tech blogs, last 12 months&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Figure 4 - Experienced vs. inexperienced share in the tech blogs, last 12 months&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;The green bars (Participant+) show a &lt;strong&gt;drop to barely 40%&lt;/strong&gt; in February before recovering to the mid-40s. Net-net the fresh content boom is fuelled primarily by &lt;em&gt;new&lt;/em&gt; contributors.&lt;/p&gt;&#xA;&lt;p&gt;&lt;em&gt;Additional assumption:&lt;/em&gt; A steady inflow of first-time authors is great - &lt;strong&gt;if&lt;/strong&gt; their pieces are curated and converted into repeat contributions. Otherwise we risk a &amp;ldquo;drive-by blogging&amp;rdquo; pattern that never matures (see next point about views).&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;4--views---the-elephant-in-the-room&#34;&gt;4 | Views - The Elephant in the Room&lt;/h2&gt;&#xA;&lt;p&gt;When SAP switched the platform to Khoros I planned to ignore the view counter - until the time-series smacked me in the face:&lt;/p&gt;&#xA;&lt;img src=&#34;chart-views-mean-median-engagement-quality.png&#34; alt=&#34;Figure 5 - Mean and median views and engagement quality&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Figure 5 - Mean and median views and engagement quality&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;The trajectory is crystal-clear:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;strong&gt;Sharp decline since 2020&lt;/strong&gt;, long before the migration.&lt;/li&gt;&#xA;&lt;li&gt;Mean &amp;gt; median: a few viral posts keep the average alive; the &lt;em&gt;typical&lt;/em&gt; post is doing much worse.&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;h3 id=&#34;are-the-counters-reliable&#34;&gt;Are the counters reliable?&lt;/h3&gt;&#xA;&lt;p&gt;I have already written that I do not consider the view parameters to be reliable. However, I cannot ignore this chart because the trend is quite clear. I trust the trend because it reflects my personal feeling.&lt;/p&gt;&#xA;&lt;p&gt;I strongly suspect that the curve is not so extreme in real numbers, but only SAP itself can answer this question with its own analytics data.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-number-of-posts-no-downtrend.png&#34; alt=&#34;Chart showing the number of posts and no downward trend&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;But if you look at the number of posts here, there is no downward trend. This confirms my impression that a lot of blog posts are written by non-SAP members and that SAP employees are encouraged to write blog posts.&lt;/p&gt;&#xA;&lt;p&gt;This combination automatically leads to a decline in quality and therefore in engagement, which confirms my impression that blog posts that are really worth reading are becoming rarer.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;6--what-could-sap-and-we-do&#34;&gt;6 | What Could SAP (and We) Do?&lt;/h2&gt;&#xA;&lt;p&gt;This is a difficult question to answer because there is no simple answer. Platform migration is only part of the answer, because engagement was already declining before that, but it definitely plays a big role.&lt;/p&gt;&#xA;&lt;p&gt;If you look at the latest &lt;a href=&#34;https://community.sap.com/t5/what-s-new/enhancements-for-sap-community-march-2025/ba-p/14037208&#34;&gt;&amp;lsquo;What&amp;rsquo;s New&amp;rsquo;&lt;/a&gt; post from the SAP community, the bug fixes are ones that shouldn&amp;rsquo;t have been there in the first place and are just minor cosmetic changes. It doesn&amp;rsquo;t change the big picture. And now, years after the migration, I don&amp;rsquo;t see any quick changes and we have to deal with the current situation.&lt;/p&gt;&#xA;&lt;p&gt;As a community, there&amp;rsquo;s nothing we can do about it, because you can&amp;rsquo;t build a community of this size overnight. There are legal requirements that can&amp;rsquo;t be met with a small team.&lt;/p&gt;&#xA;&lt;p&gt;Björn Schulz is doing a great job with his website and excellent content: &lt;a href=&#34;https://software-heroes.com/&#34;&gt;https://software-heroes.com/&lt;/a&gt;&lt;/p&gt;&#xA;&lt;p&gt;As Twitter is dying and &lt;a href=&#34;https://go.bsky.app/M3Q7Nng&#34;&gt;Bluesky&lt;/a&gt; can&amp;rsquo;t take its place, the only alternative so far is (unfortunately) LinkedIn. There&amp;rsquo;s a lot of (at best) bad content there, but also a lot of untruths, and it&amp;rsquo;s also flooded with AI content.&lt;/p&gt;&#xA;&lt;p&gt;At the moment, my optimism about the SAP community has faded a bit. If anyone has any suggestions on how to reunite the community, I&amp;rsquo;m all ears!&lt;/p&gt;&#xA;</description>
    </item>
    <item>
      <title>Has the Quality of SAP Community Questions Gotten Worse? A Data-Driven Perspective</title>
      <link>https://blog.zeis.de/posts/2024-12-18-scn-quality/</link>
      <pubDate>Wed, 18 Dec 2024 09:30:00 +0100</pubDate>
      <guid>https://blog.zeis.de/posts/2024-12-18-scn-quality/</guid>
      <description>&lt;p&gt;This post is a mirrored copy of my LinkedIn article, kept here so it remains searchable and independent from external platforms.&#xA;You can still find the original on LinkedIn: &lt;a href=&#34;https://www.linkedin.com/pulse/has-quality-sap-community-questions-gotten-worse-data-driven-zeis-bdyjf/&#34;&gt;LinkedIn Pulse article&lt;/a&gt;.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;p&gt;The SAP Community is and will remain the central point of entry for all issues and discussions relating to SAP.&lt;/p&gt;&#xA;&lt;p&gt;Over the past few years (and since the migration at the beginning of the year) I have had a feeling that the quality of questions in the technology area (the area I follow most closely) has gradually declined.&lt;/p&gt;&#xA;&lt;p&gt;I wanted to see if I could somehow verify or disprove this feeling.&lt;/p&gt;&#xA;&lt;p&gt;This blog post describes my approach and the results.&lt;/p&gt;&#xA;&lt;h2 id=&#34;methodology&#34;&gt;Methodology&lt;/h2&gt;&#xA;&lt;p&gt;The analysis was based on historical question data, including:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;Question metadata (timestamps, authors, conversation details)&lt;/li&gt;&#xA;&lt;li&gt;Quality scores (rated by GPT-4o, ranging from 1 to 10)&lt;/li&gt;&#xA;&lt;li&gt;Additional metrics, such as the number of messages per conversation and whether the question was solved&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;Since the prices for tokens at OpenAI have fallen, I have simply decided to analyse the questions from the last six years in the technology section with an LLM.&lt;/p&gt;&#xA;&lt;p&gt;To do this, I downloaded all the questions and packed them into a prompt that looks like this:&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;You are an expert who will rate the quality of a question from an online forum. The quality of a question depends on:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- How well the user describes the problem&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- How much contextual detail is given&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- How well-formatted the question is (images, code formatting, clarity)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- Length (but not too long just for fluff)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;- Overall clarity&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Please return a single integer between 0 and 10 (no text, no explanation), where 10 means it&amp;#39;s an extremely well-asked, clear question with all necessary details, and 0 means it&amp;#39;s very poor, unclear, and low quality.&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Thanks to the &lt;a href=&#34;https://help.openai.com/en/articles/9197833-batch-api-faq&#34;&gt;Batch API&lt;/a&gt; from OpenAI, we got another 50% discount for the prompt and paid $6.82 for the analysis of approximately 200,000 questions.&lt;/p&gt;&#xA;&lt;p&gt;Data was processed using Python, and visualizations were created using Matplotlib and Seaborn.&lt;/p&gt;&#xA;&lt;h2 id=&#34;key-findings&#34;&gt;Key Findings&lt;/h2&gt;&#xA;&lt;h3 id=&#34;1-monthly-quality-scores-trends-over-time&#34;&gt;1. Monthly Quality Scores: Trends Over Time&lt;/h3&gt;&#xA;&lt;img src=&#34;chart-monthly-question-quality-scores.png&#34; alt=&#34;Chart showing average monthly question quality scores (LLM-rated) over time.&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;The chart shows a notable dip in average quality around 2018-2019, followed by a gradual recovery. Interestingly, the quality scores have stabilized since 2020, with improvements starting end of 2023.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Insight:&lt;/strong&gt; The dip could coincide with community policy changes, increased user activity, or other external factors. A deeper look into this period might reveal actionable insights.&lt;/p&gt;&#xA;&lt;h3 id=&#34;2-monthly-question-volume&#34;&gt;2. Monthly Question Volume&lt;/h3&gt;&#xA;&lt;img src=&#34;chart-monthly-question-volume.png&#34; alt=&#34;Chart showing the number of questions per month over time.&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;The number of questions peaked between 2019 and 2021, followed by a steady decline. The recent decline might reflect a shift in community activity or a move to alternative platforms for technical discussions.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Insight:&lt;/strong&gt; High activity in earlier years might have diluted quality, as seen in the overlapping periods of low scores and high question counts.&lt;/p&gt;&#xA;&lt;h3 id=&#34;3-quality-score-heatmap&#34;&gt;3. Quality Score Heatmap&lt;/h3&gt;&#xA;&lt;img src=&#34;chart-quality-score-heatmap.png&#34; alt=&#34;Heatmap of average quality scores by year and month.&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;The heatmap visualizes average quality scores by year and month. It confirms the dip in 2018 and highlights gradual improvements over time. Notably, 2024 have seen some of the highest average scores.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Insight:&lt;/strong&gt; Certain months, such as mid-2018, had consistently lower scores. Investigating these periods could help address specific quality issues.&lt;/p&gt;&#xA;&lt;h3 id=&#34;4-messages-in-conversations-vs-quality&#34;&gt;4. Messages in Conversations vs. Quality&lt;/h3&gt;&#xA;&lt;img src=&#34;chart-messages-vs-quality-scatter.png&#34; alt=&#34;Scatterplot of messages in conversations versus quality score.&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;The scatterplot shows no strong correlation between the number of messages in a conversation and the question’s quality score. However, higher-quality questions tend to lead to slightly longer discussions.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Insight:&lt;/strong&gt; High-quality questions often attract deeper engagement, which benefits the community overall.&lt;/p&gt;&#xA;&lt;h3 id=&#34;5-combined-trends-questions-and-quality&#34;&gt;5. Combined Trends: Questions and Quality&lt;/h3&gt;&#xA;&lt;img src=&#34;chart-question-volume-vs-quality-overlay.png&#34; alt=&#34;Overlay chart comparing question volume and average quality scores over time.&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;Overlaying question volume and quality scores highlights the inverse relationship: as the number of questions surged, quality declined. This pattern reversed as activity decreased.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Insight:&lt;/strong&gt; Moderating activity levels and encouraging thoughtful participation could help sustain or improve quality.&lt;/p&gt;&#xA;&lt;h2 id=&#34;conclusions&#34;&gt;Conclusions&lt;/h2&gt;&#xA;&lt;h3 id=&#34;what-the-data-tells-us&#34;&gt;What the Data Tells Us&lt;/h3&gt;&#xA;&lt;p&gt;I can&amp;rsquo;t explain the dip in 2018 to myself, and I don&amp;rsquo;t have the time to investigate it further.&lt;/p&gt;&#xA;&lt;p&gt;But at least the LLM rates that the quality has not dropped. That means there have always been very good and very bad questions. The average of the questions was always the same.&lt;/p&gt;&#xA;&lt;p&gt;According to the LLM, the quality in 2024 even increased while the number of questions decreased, which did not feel like my experience.&lt;/p&gt;&#xA;&lt;p&gt;What do you think about these insights? Are there specific periods or trends that resonate with your experience in the SAP Community?&lt;/p&gt;&#xA;&lt;h2 id=&#34;more-stats&#34;&gt;More stats&lt;/h2&gt;&#xA;&lt;p&gt;Here is a snippet of the data results:&lt;/p&gt;&#xA;&lt;p&gt;&lt;a href=&#34;https://gist.githubusercontent.com/marianfoo/9512f43ec4c536189906d35e6e023605/raw/c1a4ed715f7c56b348f0915820b7e5a4cffecebd/gistfile1.txt&#34;&gt;https://gist.githubusercontent.com/marianfoo/9512f43ec4c536189906d35e6e023605/raw/c1a4ed715f7c56b348f0915820b7e5a4cffecebd/gistfile1.txt&lt;/a&gt;&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Quality Score Distribution:&lt;/strong&gt;&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;quality_score&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;1.0        42&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2.0      2661&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;3.0     11843&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;4.0     37171&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;5.0     34140&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;6.0     54559&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;7.0     45242&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;8.0     30511&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;9.0      1278&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;10.0        2&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;Here are the two 10 rated questions:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://community.sap.com/t5/technology-q-a/optimizing-multithreaded-data-insertion-into-sap-data-lake-seeking-guidance/qaq-p/13809681&#34;&gt;Optimizing Multithreaded Data Insertion into SAP Data Lake: Seeking Guidance and Best Practices&lt;/a&gt;&lt;/li&gt;&#xA;&lt;li&gt;&lt;a href=&#34;https://community.sap.com/t5/technology-q-a/how-to-install-sap-cloud-connector-on-a-mac-m2-processor/qaq-p/13697727&#34;&gt;How to Install SAP Cloud Connector on a Mac M2 Processor&lt;/a&gt; (was a blog post)&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;&lt;strong&gt;Monthly Statistics (all months):&lt;/strong&gt;&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt; mean    std  min  max  count&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;year_month                               &#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-01     5.758  1.468  1.0  9.0   1430&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-02     5.789  1.513  1.0  8.0    696&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-03     5.866  1.431  2.0  9.0    666&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-04     5.231  1.549  2.0  9.0    571&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-05     5.287  1.478  2.0  8.0    550&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-06     5.293  1.423  2.0  9.0    752&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-07     5.221  1.441  2.0  8.0   1948&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-08     5.325  1.512  2.0  9.0   1802&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-09     5.301  1.507  2.0  9.0   1738&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-10     5.262  1.483  2.0  9.0   1971&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-11     5.659  1.495  2.0  9.0   1884&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2018-12     5.761  1.489  2.0  9.0   1437&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-01     5.731  1.465  2.0  9.0   1888&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-02     5.821  1.473  2.0  9.0   1773&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-03     5.754  1.433  2.0  9.0   3024&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-04     5.794  1.475  2.0  9.0   3599&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-05     5.781  1.492  2.0  9.0   3558&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-06     5.746  1.453  2.0  9.0   3451&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-07     5.860  1.462  2.0  9.0   3579&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-08     5.803  1.468  1.0  9.0   3460&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-09     5.760  1.500  2.0  9.0   3423&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-10     5.725  1.481  2.0  9.0   3660&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-11     5.777  1.492  1.0  9.0   3461&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2019-12     5.755  1.523  1.0  9.0   2946&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-01     5.773  1.497  2.0  9.0   3814&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-02     5.669  1.514  2.0  9.0   3732&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-03     5.830  1.495  2.0  9.0   3579&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-04     5.823  1.470  2.0  9.0   3972&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-05     5.822  1.474  2.0  9.0   3855&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-06     5.770  1.430  2.0  9.0   4121&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-07     5.816  1.459  2.0  9.0   4208&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-08     5.761  1.494  2.0  9.0   3540&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-09     5.775  1.479  2.0  9.0   3894&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-10     5.843  1.489  2.0  9.0   3519&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-11     5.858  1.495  2.0  9.0   3286&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2020-12     5.746  1.513  1.0  9.0   3097&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-01     5.866  1.515  1.0  9.0   3429&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-02     5.872  1.514  2.0  9.0   3657&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-03     5.849  1.492  2.0  9.0   3934&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-04     5.953  1.513  1.0  9.0   3422&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-05     5.798  1.544  2.0  9.0   3338&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-06     5.801  1.535  2.0  9.0   3695&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-07     5.855  1.544  1.0  9.0         3320&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-08     5.838  1.514  2.0  9.0         3215&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-09     5.879  1.518  2.0  9.0         3082&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-10     5.805  1.492  2.0  9.0         3004&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-11     5.802  1.510  2.0  9.0         2908&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2021-12     5.800  1.536  2.0  9.0         2737&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-01     5.827  1.479  1.0  9.0         3170&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-02     5.913  1.485  2.0  9.0         3063&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-03     5.875  1.494  2.0  9.0         3373&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-04     5.766  1.534  2.0  9.0         3022&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-05     5.757  1.511  2.0  9.0         3094&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-06     5.816  1.503  2.0  9.0         3284&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-07     5.715  1.560  2.0  9.0         2842&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-08     5.800  1.510  2.0  9.0         3013&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-09     5.859  1.507  2.0  9.0         3124&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-10     5.765  1.566  1.0  9.0         3096&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-11     5.937  1.498  1.0  9.0         3320&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2022-12     5.748  1.571  1.0  9.0         2484&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-01     5.851  1.543  2.0  9.0         3080&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-02     5.728  1.579  1.0  9.0         3447&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-03     5.707  1.558  1.0  9.0         3546&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-04     5.761  1.594  2.0  9.0         2874&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-05     5.719  1.530  2.0  9.0         2985&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-06     5.772  1.575  1.0  9.0         1642&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-07     5.846  1.585  2.0  9.0         1711&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-08     5.763  1.566  1.0  9.0         1805&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-09     5.813  1.560  1.0  9.0         1529&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-10     5.894  1.564  2.0  9.0         1523&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-11     5.871  1.576  1.0  9.0         1624&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2023-12     5.871  1.534  2.0  9.0         1237&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-01     5.910  1.502  1.0   9.0    964&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-02     5.877  1.627  2.0   9.0   1448&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-03     5.887  1.644  1.0   9.0   2409&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-04     5.986  1.589  2.0   9.0   2035&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-05     6.088  1.595  1.0  10.0   1144&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-06     6.097  1.572  1.0   9.0   1096&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-07     5.961  1.693  2.0   9.0   1241&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-08     6.137  1.595  1.0  10.0   1227&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-09     6.090  1.639  2.0   9.0   1305&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-10     6.077  1.587  1.0   9.0   1283&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-11     6.092  1.624  2.0   9.0   1148&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;2024-12     6.097  1.719  2.0   9.0    636&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>SAP Community in Decline: Engagement Continues to Fall with Little Investment</title>
      <link>https://blog.zeis.de/posts/2024-08-05-scn-in-decline/</link>
      <pubDate>Mon, 05 Aug 2024 09:30:00 +0200</pubDate>
      <guid>https://blog.zeis.de/posts/2024-08-05-scn-in-decline/</guid>
      <description>&lt;p&gt;This post is a mirrored copy of my LinkedIn article, kept here so it remains searchable and independent from external platforms.&#xA;You can still find the original on LinkedIn: &lt;a href=&#34;https://www.linkedin.com/pulse/sap-community-decline-engagement-continues-fall-little-marian-zeis-1wvif/&#34;&gt;LinkedIn Pulse article&lt;/a&gt;.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;p&gt;Half a year after the major migration, it&amp;rsquo;s time to publish the latest figures and uncover any hidden insights in the data.&lt;/p&gt;&#xA;&lt;p&gt;So, what&amp;rsquo;s new? The trend from the past few months (or even years) has continued.&#xA;More significant members of the community are moving away from Twitter, which was once a vital medium of exchange (and where I got my start).&lt;/p&gt;&#xA;&lt;p&gt;Even on the SAP Community site, good posts from non-SAP employees are rare.&#xA;I wanted to link to a good blog post, but since they are not sorted by publication date, I couldn&amp;rsquo;t find it.&#xA;However, there are quite a few LLM-generated posts:&#xA;&lt;a href=&#34;https://community.sap.com/t5/technology-blogs-by-members/the-future-of-application-lifecycle-management-in-sap-after-2027/ba-p/13742196&#34;&gt;The Future of Application Lifecycle Management in SAP After 2027&lt;/a&gt;&lt;/p&gt;&#xA;&lt;p&gt;Meanwhile, some community members are trying to bridge the gap by offering their own search:&#xA;&lt;a href=&#34;https://software-heroes.com/en/sap-technology-blog&#34;&gt;Software Heroes - SAP Technology Blog&lt;/a&gt;&#xA;It&amp;rsquo;s disappointing that SAP hasn&amp;rsquo;t addressed this issue after six months.&lt;/p&gt;&#xA;&lt;p&gt;After six months, there&amp;rsquo;s an update with some fixes, but the results are underwhelming:&#xA;&lt;a href=&#34;https://community.sap.com/t5/what-s-new/update-about-enhancements-to-sap-community/ba-p/13755862&#34;&gt;Update about Enhancements to SAP Community&lt;/a&gt;&lt;/p&gt;&#xA;&lt;p&gt;Views are displayed again for blog posts (though their accuracy is questionable), replies are automatically expanded, notifications have slightly more information, you can see if you&amp;rsquo;ve created a post or question, and a rotating carousel has been added to the homepage.&#xA;These are the highlights of the update after six months.&lt;/p&gt;&#xA;&lt;p&gt;SAP has clearly invested neither time nor money into the main page of the SAP Community to retain and attract users.&#xA;This will have consequences that will be evident in the following evaluations.&lt;/p&gt;&#xA;&lt;p&gt;Here is the update of the latest major graphic.&#xA;The absolute number of blog posts in green (SAP) and red (non-SAP) and the percentage in blue (SAP) and yellow (non-SAP).&lt;/p&gt;&#xA;&lt;h2 id=&#34;blog-posts&#34;&gt;Blog Posts&lt;/h2&gt;&#xA;&lt;img src=&#34;chart-blog-posts-share-and-absolute-over-time.png&#34; alt=&#34;Share in percent and absolute of SAP and Non-SAP Blog Post over time&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Share in percent and absolute of SAP and Non-SAP Blog Post over time&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;For better representation, here is the development over the last twelve months.&#xA;Both metrics are moving in the wrong direction.&#xA;The number of blog posts is falling, mainly due to the decline in non-SAP blog posts, which automatically increases the share of SAP blog posts to 70%.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-blog-posts-share-and-absolute-last-12-months.png&#34; alt=&#34;Share in percent and absolute of SAP and Non-SAP Blog Post over the last 12 months&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Share in percent and absolute of SAP and Non-SAP Blog Post over the last 12 months&lt;/em&gt;&lt;/p&gt;&#xA;&lt;h2 id=&#34;question-and-answers&#34;&gt;Question and Answers&lt;/h2&gt;&#xA;&lt;p&gt;In addition to blog posts, the exchange of questions and answers is crucial.&#xA;This is where community members help each other, and unfortunately, SAP has been too inactive here in recent years.&#xA;On the other hand, many individuals have contributed significantly and well.&#xA;It is not surprising that the same trend observed with blog posts is occurring here.&lt;/p&gt;&#xA;&lt;p&gt;Here is a look at the entire timeline of the last few years in the Q&amp;amp;A section.&#xA;Overall, there is an increase that has remained steady, with SAP making a very small contribution.&#xA;As above, the chart shows the absolute figures in green (SAP) and red (non-SAP) and the relative figures as a percentage in blue (SAP) and yellow (non-SAP).&lt;/p&gt;&#xA;&lt;img src=&#34;chart-qa-posts-share-and-absolute-over-time.png&#34; alt=&#34;Share in percent and absolute of SAP and Non-SAP Q&amp;A Post over time&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Share in percent and absolute of SAP and Non-SAP Q&amp;amp;A Post over time&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;It gets more interesting when you look at the last seven years.&#xA;The greater participation of SAP employees in the discourse is encouraging, as seen from the large absolute figures and the increasing relative share.&#xA;However, it is clear that there has been a drop from around 4,000 posts per month to around 2,500 posts per month in 2024.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-qa-posts-share-and-absolute-last-12-months.png&#34; alt=&#34;Share in percent and absolute of SAP and Non-SAP Q&amp;A Post over the last 12 months&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Share in percent and absolute of SAP and Non-SAP Q&amp;amp;A Post over the last 12 months&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;I suspected such a decline, but I didn&amp;rsquo;t expect it to be so sharp.&#xA;Personally, I haven&amp;rsquo;t answered any questions since the migration because I haven&amp;rsquo;t found a good way to filter and sort as I could with the old platform.&lt;/p&gt;&#xA;&lt;h2 id=&#34;user-activity&#34;&gt;User Activity&lt;/h2&gt;&#xA;&lt;p&gt;Fortunately, there is also a way to read user activity.&#xA;While this is just a snapshot and not a development, it still provides good insight.&#xA;As always, the figures should be taken with a pinch of salt, but they still provide an insight into user activity.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-user-participation-metrics.png&#34; alt=&#34;Graphic Metric for User Participation&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Graphic Metric for User Participation&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Logins&lt;/strong&gt;: Two SAP employees have never logged in. 60% of users have never logged in.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Minutes Online&lt;/strong&gt;: 75% of users have no minutes online. This metric likely came later, hence the discrepancy.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Posts&lt;/strong&gt;: 70% of users have never made a post (including Q&amp;amp;A, blog posts, etc.). It&amp;rsquo;s amazing that 30% of users have written a post, totaling over 236,000.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Private Messages&lt;/strong&gt;: Interestingly, this statistic still exists. It&amp;rsquo;s not surprising that only 2,723 users (0.32% of total users) use this feature.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;Full data is at the end of the post&lt;/strong&gt;&lt;/p&gt;&#xA;&lt;h2 id=&#34;views&#34;&gt;Views&lt;/h2&gt;&#xA;&lt;p&gt;Since the last update, views on blog posts are displayed again.&#xA;I did a small sample to see how reliable these views are.&#xA;Here is a small overview of the results: Total number of views:&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;10.04.2024:&lt;/strong&gt; 2,615,955,557&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;03.06.2024&lt;/strong&gt;: 3,318,366,233&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;02.08.2024&lt;/strong&gt;: 4,062,134,925&lt;/p&gt;&#xA;&lt;p&gt;That&amp;rsquo;s a sharp increase in just four months.&#xA;Let&amp;rsquo;s see how the views of blog posts behave.&#xA;One post that gained the most views is this one:&#xA;&lt;a href=&#34;https://community.sap.com/t5/enterprise-resource-planning-blogs-by-members/list-of-object-types-sap-business-one/ba-p/13336072&#34;&gt;List of Object Types SAP Business One.&lt;/a&gt;&lt;/p&gt;&#xA;&lt;p&gt;It received 480,408 views within two months.&#xA;While it&amp;rsquo;s an important post with a good overview, that&amp;rsquo;s much more than the second post with the most views gained:&#xA;&lt;a href=&#34;https://community.sap.com/t5/technology-blogs-by-members/abap-7-40-quick-reference/ba-p/13287523&#34;&gt;ABAP 7.40 Quick Reference&lt;/a&gt;&lt;/p&gt;&#xA;&lt;p&gt;This one gained 47,892 views in the same time.&#xA;How can this be explained?&#xA;I suspect an automatic fetch.&#xA;But why repeatedly, when the post does not change as seen in the history:&#xA;&lt;a href=&#34;https://community.sap.com/t5/forums/messagehistorypage/board-id/erp-blog-members/message-id/49443&#34;&gt;Post History&lt;/a&gt;&lt;/p&gt;&#xA;&lt;p&gt;Or why does this question have more than 5 million views?&#xA;&lt;a href=&#34;https://community.sap.com/t5/technology-blogs-by-members/sap-crystal-reports-developer-version-for-microsoft-visual-studio-updates/ba-p/13232432&#34;&gt;SAP Crystal Reports Developer Version for Microsoft Visual Studio Updates&lt;/a&gt;&lt;/p&gt;&#xA;&lt;p&gt;I wouldn&amp;rsquo;t put much faith in these view numbers, even though most of them are probably correct, use them as a reference point.&lt;/p&gt;&#xA;&lt;h2 id=&#34;conclusion&#34;&gt;Conclusion&lt;/h2&gt;&#xA;&lt;p&gt;Now what?&#xA;What I observe is the widespread use of LinkedIn articles (which I use a lot too).&#xA;I often shared SAP Community blog posts on LinkedIn and received more feedback there.&#xA;Why not write directly on LinkedIn, also because the UX is very good?&#xA;Social media diversification is definitely progressing, and the SAP Community page should actually be the bedrock.&lt;/p&gt;&#xA;&lt;p&gt;For me personally, the exchange on Twitter is still the most important, as there are still many active people, including SAP employees.&#xA;LinkedIn is more important for a broader exchange, even if gems are rarer, but the audience is definitely larger.&#xA;After that, there&amp;rsquo;s a long gap, and then Mastodon, unfortunately.&lt;/p&gt;&#xA;&lt;p&gt;I don&amp;rsquo;t see any increased investment from SAP for the SAP Community page.&#xA;This is why it is increasingly becoming a marketing tool for SAP in terms of blog posts and is being used less and less.&lt;/p&gt;&#xA;&lt;p&gt;In which direction do you see the SAP community heading?&#xA;Where will the discourse take place?&#xA;Could something be done for the community?&lt;/p&gt;&#xA;&lt;p&gt;You can comment your reason why are you not using the SAP Community site anymore?&#xA;Is it the lack of content?&#xA;The missing functions?&#xA;Universal ID?&lt;/p&gt;&#xA;&lt;p&gt;Here is the full data of user metrics:&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Statistics for metrics_logins:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Overall:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 6.35&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 5,156,904.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 21.25&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 678,326.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Non_sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 5.74&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 4,478,578.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Statistics for metrics_minutes_online:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Overall:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 124.68&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 101,224,309.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 875.17&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 27,930,276.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Non_sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 93.97&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 73,294,033.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Statistics for metrics_posts:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Overall:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 7.07&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 5,743,538.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 22.22&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 709,070.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Non_sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 6.45&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 5,034,468.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Statistics for metrics_private_messages_received:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Overall:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 0.03&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 22,019.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 0.15&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 4,685.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Non_sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 0.02&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 17,334.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Statistics for metrics_private_messages_sent:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Overall:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 0.01&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 6,533.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 0.06&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 1,785.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Non_sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 0.01&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 4,748.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Statistics for metrics_page_views:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Overall:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 14.54&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 11,801,736.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 81.73&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 2,608,425.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Non_sap_employees:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Average: 11.79&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Total: 9,193,311.00&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Additional statistics for metrics_logins:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Total users: 811,878&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_logins == 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 486,940&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 2 (0.00%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 486,938 (59.98%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_logins &amp;gt; 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 324,938&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 31,912 (3.93%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 293,026 (36.09%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Additional statistics for metrics_minutes_online:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Total users: 811,878&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_minutes_online == 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 619,061&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 7,700 (0.95%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 611,361 (75.30%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_minutes_online &amp;gt; 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 192,817&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 24,214 (2.98%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 168,603 (20.77%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Additional statistics for metrics_posts:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Total users: 811,878&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_posts == 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 574,782&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 17,342 (2.14%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 557,440 (68.66%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_posts &amp;gt; 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 237,096&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 14,572 (1.79%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 222,524 (27.41%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Additional statistics for metrics_private_messages_received:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Total users: 811,878&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_private_messages_received == 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 810,309&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 31,608 (3.89%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 778,701 (95.91%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_private_messages_received &amp;gt; 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 1,569&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 306 (0.04%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 1,263 (0.16%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Additional statistics for metrics_private_messages_sent:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Total users: 811,878&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_private_messages_sent == 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 809,155&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 31,481 (3.88%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 777,674 (95.79%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_private_messages_sent &amp;gt; 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 2,723&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 433 (0.05%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 2,290 (0.28%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;Additional statistics for metrics_page_views:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Total users: 811,878&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_page_views == 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 550,345&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 40 (0.00%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Non-SAP Employees: 550,305 (67.78%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  Users with metrics_page_views &amp;gt; 0:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    Overall: 261,533&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    SAP Employees: 31,874 (3.93%)&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;</description>
    </item>
    <item>
      <title>From Open Exchange to Corporate Monologue: The Transformation of SAP’s Community</title>
      <link>https://blog.zeis.de/posts/2024-04-07-open-exchange-scn/</link>
      <pubDate>Sun, 07 Apr 2024 09:30:00 +0200</pubDate>
      <guid>https://blog.zeis.de/posts/2024-04-07-open-exchange-scn/</guid>
      <description>&lt;p&gt;This post is a mirrored copy of my LinkedIn article, kept here so it remains searchable and independent from external platforms.&#xA;You can still find the original on LinkedIn: &lt;a href=&#34;https://www.linkedin.com/pulse/from-open-exchange-corporate-monologue-transformation-marian-zeis-zu6xf/&#34;&gt;LinkedIn Pulse article&lt;/a&gt;.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;p&gt;The SAP community has had to overcome many challenges recently. The central exchange, especially for developers, Twitter has become an increasingly toxic platform and many long-time members have stopped using it or have switched to alternatives. Twitter was also one of my first ports of call and helped me a lot. There are still some, but it&amp;rsquo;s getting noticeably less.&lt;/p&gt;&#xA;&lt;p&gt;Most important was the change of platform for the SAP Community Network for Q&amp;amp;A and blog posts. They now use Khoros, which has fundamentally changed a lot of things. There are still a lot of criticisms of the platform. However, as with so many changes, this one is particularly difficult.&lt;/p&gt;&#xA;&lt;p&gt;If the company switches from SAP GUI to Fiori, then ideally this is accompanied by support and training and you have time to get used to it. In the SAP Community Network, non-SAP users are usually active in their free time to answer questions or write helpful blog posts. If fundamental things change here, you have to invest your valuable time to adapt your own workflow. If the change is too big, these valuable members may no longer be active.&lt;/p&gt;&#xA;&lt;p&gt;The valuable blog posts from the community become rarer and marketing posts from SAP become more frequent.&lt;/p&gt;&#xA;&lt;p&gt;Thanks to Khoros&amp;rsquo; API, I can now support this feeling with data.&lt;/p&gt;&#xA;&lt;p&gt;I analyzed 150,000 blog posts dating back to 2005 and the status of over 720,000 users.&lt;/p&gt;&#xA;&lt;h2 id=&#34;share-of-sap-vs-non-sap-blog-posts-over-time-in-the-scn&#34;&gt;Share of SAP vs. Non-SAP blog posts over time in the SCN&lt;/h2&gt;&#xA;&lt;p&gt;First, the percentage of blog posts written by SAP employees.&lt;/p&gt;&#xA;&lt;p&gt;The graph clearly shows that the proportion has risen sharply, especially in recent years towards SAP blog posts.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-sap-vs-non-sap-blog-posts-over-time.png&#34; alt=&#34;Share of SAP vs. non-SAP blog posts over time (share and absolute numbers)&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Share of SAP vs. non-SAP blog posts over time (share and absolute numbers)&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;About 10 years ago, less than a third of blog posts were written by SAP employees. Today, two-thirds of blog posts are written by SAP employees.&lt;/p&gt;&#xA;&lt;p&gt;Especially in the last year, this distribution has shifted strongly towards SAP.&lt;/p&gt;&#xA;&lt;p&gt;Here is a detailed overview of the last 12 months.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-sap-vs-non-sap-blog-posts-last-12-months.png&#34; alt=&#34;Share of SAP vs. non-SAP blog posts over the last 12 months&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Share of SAP vs. non-SAP blog posts over the last 12 months&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;The sad peak was reached when over 70 percent of all blog posts in February 2024 were written by SAP employees.&lt;/p&gt;&#xA;&lt;h2 id=&#34;proportion-of-blog-posts-from-non-sap-by-experience&#34;&gt;Proportion of blog posts from non-SAP by experience&lt;/h2&gt;&#xA;&lt;p&gt;Another point I have noticed is that it feels like fewer and fewer veteran non-SAP employees are publishing blog posts.&lt;/p&gt;&#xA;&lt;p&gt;Thanks to the rankings that have been introduced, it is also possible to investigate this.&lt;/p&gt;&#xA;&lt;p&gt;The more active a community member was, the higher the rank. Jerry has explained this in this blog post: &lt;a href=&#34;https://community.sap.com/t5/what-s-new/let-the-gamification-begin/ba-p/311892&#34;&gt;Let the gamification begin&lt;/a&gt;&lt;/p&gt;&#xA;&lt;p&gt;There are the following rankings for non-SAP employees:&lt;/p&gt;&#xA;&lt;p&gt;Member, Newcomer, Discoverer, Explorer, Participant, Active Participant, Contributor, Active Contributor, Collaborator, Active Collaborator, Advocate&lt;/p&gt;&#xA;&lt;p&gt;I have classified Member, Newcomer, Discoverer, Explorer as inexperienced and all others as experienced.&lt;/p&gt;&#xA;&lt;p&gt;Even if the rank does not necessarily say anything about the quality of the blog post, there is a strong causality according to my observations.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-blog-posts-by-experience-over-time.png&#34; alt=&#34;Share of blog posts by experience over time&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Share of blog posts by experience over time&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;Here, too, we have seen a significant decline in &amp;ldquo;Experienced&amp;rdquo; blog posts over the years since 2014.&lt;/p&gt;&#xA;&lt;img src=&#34;chart-blog-posts-by-experience-last-12-months.png&#34; alt=&#34;Share of blog posts by experience in the last 12 months&#34; loading=&#34;lazy&#34;&gt;&#xA;&lt;p&gt;&lt;em&gt;Share of blog posts by experience in the last 12 months&lt;/em&gt;&lt;/p&gt;&#xA;&lt;p&gt;Also in the last 12 months, less than a third of blog posts came from community members with the rank Participant or higher.&lt;/p&gt;&#xA;&lt;p&gt;This analysis confirms the feeling in the SAP community as a whole. Even if SAP cannot be blamed for everything, the large proportion of support must come from SAP. A strong community benefits all sides and has a very good ROI.&lt;/p&gt;&#xA;&lt;p&gt;The community is more important than ever, especially in today&amp;rsquo;s world where you have to be happy for every person who works with SAP after their studies.&lt;/p&gt;&#xA;&lt;p&gt;&lt;strong&gt;SAP can only be successful with a strong community!&lt;/strong&gt;&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;p&gt;&lt;strong&gt;Update&lt;/strong&gt;: I removed the blog posts written by &lt;code&gt;former_member&lt;/code&gt; and updated the graphics. In total 153.655 posts. There are 421.213 members where the login name starts with &lt;code&gt;former_member&lt;/code&gt;.&lt;/p&gt;&#xA;</description>
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