diff --git a/web/2023/november.html b/web/2023/november.html
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+++ b/web/2023/november.html
@@ -4,10 +4,10 @@
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1">
 
-  <title>November 2023 Hacker News Hiring Trends</title>
+  <title>Number of job postings climbing: up 20% in last two months</title>
   <meta property="og:site_name" content="Hacker News Hiring Trends" />
   <meta property="og:site" content="www.hntrends.com" />
-  <meta property="og:title" content="headline - Hacker News Hiring Trends (November 2023)" />
+  <meta property="og:title" content="Number of job postings climbing: up 20% in last two months" />
   <meta property="og:description" content="Most Popular programming languanges and software development technologies for November, 2023">
   <meta property="og:image" content="https://www.hntrends.com/images/202311-ask-hn-who-is-hiring-tot.png" />
   <meta property="og:url" content="https://www.hntrends.com/" />
@@ -15,7 +15,7 @@
   <meta name="description" content="Most Popular programming languanges and software development technologies for November, 2023">
   <meta name="twitter:card" content="summary_large_image" />
   <meta name="twitter:site" content="@ryanwi" />
-  <meta name="twitter:title" content="headline - Hacker News Hiring Trends (November 2023)" />
+  <meta name="twitter:title" content="Number of job postings climbing: up 20% in last two months" />
   <meta name="twitter:description" content="Most Popular programming languanges and software development technologies for November, 2023" />
   <meta name="twitter:image" content="https://www.hntrends.com/images/202311-ask-hn-who-is-hiring-tot.png" />
   <link rel="me" href="https://twitter.com/ryanwi">
@@ -39,7 +39,7 @@
 
   <div class="page-header">
     <h1>
-      November 2023 Hacker News Hiring Trends
+      Number of job postings climbing: up 20% in last two months
     </h1>
     <p class="lead">
       November 2023 Hacker News Hiring Trends
@@ -92,43 +92,44 @@ <h1>
   <div class="row">
     <div class="col-md-9">
       <h3 id="highlights">November Highlights</h3>
-      <div class="post-date">Friday, November 24, 2023</div>
+      <div class="post-date">Saturday, November 25, 2023</div>
       <p>
+        November's <a href="https://news.ycombinator.com/item?id=38099086">Ask HN: Who is hiring?</a> thread showed continued growth with 375 postings, up 20% from the near all-time low in September, and up 10% over October's thread. This is a positive sign after months of declines. However, on a year-over-year basis, we're still way off of the 2022 numbers (down 30%) and the 2021 numbers dwarf where we are today (down 61% since November, 2021).
       </p>
-
       <div id="total_postings_history_chart" style="width:100%; height:300px;" class="mb-5"></div>
+      <p>
+        Technology-wise, everything remains relatively stable in November. Let's take a look at some areas of note.
+      </p>
 
       <div class="analysis-section p-3">
         <h4>Top 10 Programming Languages</h4>
         <p>
-          Python and TypeScript are still cruising in the top two spots for
-          most popular programming languages. The rest of the pack are fairly
-          steady although Kotlin makes a rare appearance in the Top 10 this
-          month.
-        </p>
-        <p>
-          <figure class="figure">
-            <a href="?compare=Python&amp;compare=TypeScript&amp;compare=golang&amp;compare=Java&amp;compare=JavaScript&amp;compare=C%2B%2B&amp;compare=Ruby&amp;compare=Rust&amp;compare=Kotlin&amp;compare=C"><image src="/images/202311-top-10-programming-langu.png" class="img-fluid rounded" /></a>
-            <figcaption class="figure-caption"><a href="?compare=Python&amp;compare=TypeScript&amp;compare=golang&amp;compare=Java&amp;compare=JavaScript&amp;compare=C%2B%2B&amp;compare=Ruby&amp;compare=Rust&amp;compare=Kotlin&amp;compare=C">Compare Top 10 Programming Languages</a></figcaption>
-          </figure>
+          Python, TypeScript, and Go remain in the Top 3 spots. One notable change in November is C++, jumping into the fourth spot. Not bad for the nearly 40 year old language.
         </p>
         <ol>
           <li><a href="?compare=Python">Python</a></li>
           <li><a href="?compare=TypeScript">TypeScript</a></li>
           <li><a href="?compare=golang">Go</a></li>
-          <li value="4"><a href="?compare=Java">Java</a></li>
-          <li value="4"><a href="?compare=JavaScript">JavaScript</a></li>
-          <li value="6"><a href="?compare=C%2B%2B">C++</a></li>
-          <li value="7"><a href="?compare=Ruby">Ruby</a></li>
+          <li><a href="?compare=C%2B%2B">C++</a></li>
+          <li><a href="?compare=Ruby">Ruby</a></li>
+          <li><a href="?compare=Java">Java</a></li>
+          <li><a href="?compare=JavaScript">JavaScript</a></li>
+          <li value="8"><a href="?compare=C">C</a></li>
           <li value="8"><a href="?compare=Rust">Rust</a></li>
-          <li value="9"><a href="?compare=Kotlin">Kotlin</a></li>
-          <li value="10"><a href="?compare=C">C</a></li>
+          <li value="10"><a href="?compare=SQL">SQL</a></li>
         </ol>
+        <p>
+          <figure class="figure">
+            <a href="?compare=Python&amp;compare=TypeScript&amp;compare=golang&amp;compare=Java&amp;compare=JavaScript&amp;compare=C%2B%2B&amp;compare=Ruby&amp;compare=Rust&amp;compare=Kotlin&amp;compare=C"><image src="/images/202311-top-10-programming-langu.png" class="img-fluid rounded" /></a>
+            <figcaption class="figure-caption"><a href="?compare=Python&amp;compare=TypeScript&amp;compare=golang&amp;compare=Java&amp;compare=JavaScript&amp;compare=C%2B%2B&amp;compare=Ruby&amp;compare=Rust&amp;compare=SQL&amp;compare=C">Compare Top 10 Programming Languages</a></figcaption>
+          </figure>
+        </p>
       </div>
 
       <div class="analysis-section p-3">
         <h4>Artificial Intelligence (AI)</h4>
         <p>
+          While not a big jump from month-to-month in November, AI still shows its strength as a big mover this year. AI edged closer to being mentioned in 20% of postings. AI has nearly doubled in the past 12 months.
         </p>
         <p>
           <figure class="figure">
@@ -143,6 +144,7 @@ <h4>Artificial Intelligence (AI)</h4>
       <div class="analysis-section p-3">
         <h4>Remote Work</h4>
         <p>
+          Remote positions accounded for 61% of postings in November, getting back over 60% after a slight dip in October to 57%. Remote positions are still in the general area of where they've been for the past 6 months. Onsite and Hybrid have remained relatively steady.
         </p>
         <p>
           <figure class="figure">
@@ -157,12 +159,13 @@ <h4>Remote Work</h4>
       <div class="analysis-section p-3">
         <h4>Specialization</h4>
         <p>
+          Specicalization keywords track the growth of different areas of engineering focus including Full-Stack, Front-end, and Back-end developers. Front-end in particular has been seeing steady drops over the past couple years. It peaked at just over 25% in January, 2022, but has dropped to 13% in November, 2023, a drop of 12%. Back-end has also been trending down over the last year with its own 10% drop from 28% to 18%. This could be a result of the industry broadening into more types of development. AI/ML and Data management come to mind as growing areas of focus and specialization.
         </p>
         <p>
           <figure class="figure">
             <a href="?compare=Front+End&amp;compare=Back+End&amp;compare=Full+Stack&amp;compare="><image src="/images/202311-specialization.png" class="img-fluid rounded" /></a>
             <figcaption class="figure-caption">
-              <a href="?compare=Front+End&amp;compare=Back+End&amp;compare=Full+Stack&amp;compare=">Compare Full Stack, Frontend, and Backend</a>
+              <a href="?compare=Front+End&amp;compare=Back+End&amp;compare=Full+Stack&amp;compare=DevOps&amp;compare=Data+Science">Compare Full Stack, Front-end, Back-end, DevOps, and Data Science</a>
             </figcaption>
           </figure>
         </p>
@@ -171,6 +174,7 @@ <h4>Specialization</h4>
       <div class="analysis-section p-3">
         <h4>Engineering Levels</h4>
         <p>
+          While the title of Senior Software Engineer has been a consistent level across the industry for more than a decade, the titles of Staff Software Engineer and Principal Software Engineer (often referred to as Staff+ in many books and articles) have emerged over the last few years. From the data, we can see the growth in Staff level positions has really picked up over the last year, reaching 10% in October and fallinb back slightly to abouto 8% in November.
         </p>
         <p>
           <figure class="figure">
diff --git a/web/images/202311-specialization.png b/web/images/202311-specialization.png
index ffc9d52..f05e880 100644
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diff --git a/web/index.html b/web/index.html
index f84329f..761abff 100644
--- a/web/index.html
+++ b/web/index.html
@@ -47,10 +47,10 @@ <h1>Hacker News Hiring Trends</h1>
     <div class="col-md-9" role="main">
 
       <div class="post">
-        <h3><a href="2023/november.html">Three notable trends: Rising AI and Staff Roles, Falling Front-end</a></h3>
+        <h3><a href="2023/november.html">Number of job postings climbing: up 20% in last two months</a></h3>
         <div class="post-date">Saturday, November 25, 2023</div>
         <p>
-
+          November's <a href="https://news.ycombinator.com/item?id=38099086">Ask HN: Who is hiring?</a> thread showed continued growth with 375 postings, up 20% from the near all-time low in September, and up 10% over October's thread. This is a positive sign after months of declines. However, on a year-over-year basis, we're still way off of the 2022 numbers (down 30%) and the 2021 numbers dwarf where we are today (down 61% since November, 2021).
         </p>
         <p>
           <a href="2023/november.html"><img src="/images/202311-ask-hn-who-is-hiring-tot.svg" alt="Total Job Postings on whoishiring for November, 2023" class="img-fluid" /></a>