diff --git a/docs/user/dashboard/lens-advanced.asciidoc b/docs/user/dashboard/lens-advanced.asciidoc
index ec8d90aa4920ec..33e0e362058f43 100644
--- a/docs/user/dashboard/lens-advanced.asciidoc
+++ b/docs/user/dashboard/lens-advanced.asciidoc
@@ -104,7 +104,7 @@ To quickly create many copies of a percentile metric that shows distribution of
 . From the *Chart Type* dropdown, select *Line*.
 +
 [role="screenshot"]
-image::images/lens_advanced_2_1.png[Chart type menu with Line selected]
+image::images/lens_advanced_2_1.png[Chart type menu with Line selected, width=50%]
 
 . From the *Available fields* list, drag and drop *products.price* to the visualization builder.
 
@@ -239,12 +239,11 @@ For each category type that you want to break down, create a filter.
 Change the legend position to the top of the chart.
 
 . From the *Legend* dropdown, select the top position.
-
 +
 [role="screenshot"]
 image::images/lens_advanced_4_1.png[Prices share by category]
 
- Click *Save and return*.
+. Click *Save and return*.
 
 [discrete]
 [[view-the-cumulative-number-of-products-sold-on-weekends]]
@@ -299,7 +298,8 @@ image::images/lens_advanced_5_2.png[Line chart with cumulative sum of orders mad
 [[compare-time-ranges]]
 === Compare time ranges
 
-*Lens* allows you to compare the currently selected time range with historical data using the *Time shift* option.
+*Lens* allows you to compare the currently selected time range with historical data using the *Time shift* option. To calculate the percent
+change, use *Formula*.
 
 Time shifts can be used on any metric. The special shift *previous* will show the time window preceding the currently selected one, spanning the same duration.
 For example, if *Last 7 days* is selected in the time filter, *previous* will show data from 14 days ago to 7 days ago.
@@ -326,9 +326,32 @@ To compare current sales numbers with sales from a week ago, follow these steps:
 .. Click *Time shift*
 
 .. Click the *1 week* option. You can also define custom shifts by typing amount followed by time unit (like *1w* for a one week shift), then hit enter.
-
++
 [role="screenshot"]
-image::images/lens_time_shift.png[Line chart with week-over-week sales comparison]
+image::images/lens_time_shift.png[Line chart with week-over-week sales comparison, width=50%]
+
+. Click *Save and return*.
+
+[float]
+[[compare-time-as-percent]]
+==== Compare time ranges as a percent change
+
+To view the percent change in sales between the current time and the previous week, use a *Formula*:
+
+. Open *Lens*.
+
+. From the *Available fields* list, drag and drop *Records* to the visualization builder.
+
+. Click *Count of Records*, then click *Formula*.
+
+. Type `count() / count(shift='1w') - 1`. To learn more about the formula
+syntax, click *Help*.
+
+. Click *Value format* and select *Percent* with 0 decimals.
+
+. In the *Display name* field, enter `Percent change`, then click *Close*.
+
+. Click *Save and return*.
 
 [discrete]
 [[view-customers-over-time-by-continents]]
@@ -366,18 +389,14 @@ To split the customers count by continent:
 . From the *Available fields* list, drag and drop *geoip.continent_name* to the *Columns* field of the editor.
 +
 [role="screenshot"]
-image::images/lens_advanced_6_1.png[Table with daily customers by continent configuration]
+image::images/lens_advanced_6_1.png[Table with daily customers by continent configuration, width=50%]
 
 . Click *Save and return*.
 
+
 [discrete]
 === Save the dashboard
 
-By default the dashboard attempts to match the palette across panels, but in this case there's no need for that, so it can be disabled.
-
-[role="screenshot"]
-image::images/lens_advanced_7_1.png[Disable palette sync in dashboard]
-
 Now that you have a complete overview of your ecommerce sales data, save the dashboard.
 
 . In the toolbar, click *Save*.
diff --git a/x-pack/plugins/lens/public/indexpattern_datasource/operations/definitions/formula/editor/formula_help.tsx b/x-pack/plugins/lens/public/indexpattern_datasource/operations/definitions/formula/editor/formula_help.tsx
index aa08dfbe7ea335..dbdbcf226d9bb6 100644
--- a/x-pack/plugins/lens/public/indexpattern_datasource/operations/definitions/formula/editor/formula_help.tsx
+++ b/x-pack/plugins/lens/public/indexpattern_datasource/operations/definitions/formula/editor/formula_help.tsx
@@ -64,6 +64,88 @@ function FormulaHelp({
     items: [],
   });
 
+  helpGroups.push({
+    label: i18n.translate('xpack.lens.formulaFrequentlyUsedHeading', {
+      defaultMessage: 'Common formulas',
+    }),
+    description: i18n.translate('xpack.lens.formulaCommonFormulaDocumentation', {
+      defaultMessage: `The most common formulas are dividing two values to produce a percent. To display accurately, set "value format" to "percent".`,
+    }),
+
+    items: [
+      {
+        label: i18n.translate('xpack.lens.formulaDocumentation.filterRatio', {
+          defaultMessage: 'Filter ratio',
+        }),
+        description: (
+          <Markdown
+            markdown={i18n.translate('xpack.lens.formulaDocumentation.filterRatioDescription', {
+              defaultMessage: `### Filter ratio:
+
+Use \`kql=''\` to filter one set of documents and compare it to other documents within the same grouping.
+For example, to see how the error rate changes over time:
+
+\`\`\`
+count(kql='response.status_code > 400') / count()
+\`\`\`
+        `,
+
+              description:
+                'Text is in markdown. Do not translate function names, special characters, or field names like sum(bytes)',
+            })}
+          />
+        ),
+      },
+      {
+        label: i18n.translate('xpack.lens.formulaDocumentation.weekOverWeek', {
+          defaultMessage: 'Week over week',
+        }),
+        description: (
+          <Markdown
+            markdown={i18n.translate('xpack.lens.formulaDocumentation.weekOverWeekDescription', {
+              defaultMessage: `### Week over week:
+
+Use \`shift='1w'\` to get the value of each grouping from
+the previous week. Time shift should not be used with the *Top values* function.
+
+\`\`\`
+percentile(system.network.in.bytes, percentile=99) /
+percentile(system.network.in.bytes, percentile=99, shift='1w')
+\`\`\`
+        `,
+
+              description:
+                'Text is in markdown. Do not translate function names, special characters, or field names like sum(bytes)',
+            })}
+          />
+        ),
+      },
+      {
+        label: i18n.translate('xpack.lens.formulaDocumentation.percentOfTotal', {
+          defaultMessage: 'Percent of total',
+        }),
+        description: (
+          <Markdown
+            markdown={i18n.translate('xpack.lens.formulaDocumentation.percentOfTotalDescription', {
+              defaultMessage: `### Percent of total
+
+Formulas can calculate \`overall_sum\` for all the groupings,
+which lets you convert each grouping into a percent of total:
+
+\`\`\`
+sum(products.base_price) / overall_sum(sum(products.base_price))
+\`\`\`
+        `,
+
+              description:
+                'Text is in markdown. Do not translate function names, special characters, or field names like sum(bytes)',
+            })}
+          />
+        ),
+      },
+    ],
+  });
+
   helpGroups.push({
     label: i18n.translate('xpack.lens.formulaDocumentation.elasticsearchSection', {
       defaultMessage: 'Elasticsearch',
@@ -78,7 +160,7 @@ function FormulaHelp({
   const availableFunctions = getPossibleFunctions(indexPattern);
 
   // Es aggs
-  helpGroups[1].items.push(
+  helpGroups[2].items.push(
     ...availableFunctions
       .filter(
         (key) =>
@@ -104,20 +186,20 @@ function FormulaHelp({
 
   helpGroups.push({
     label: i18n.translate('xpack.lens.formulaDocumentation.columnCalculationSection', {
-      defaultMessage: 'Column-wise calculation',
+      defaultMessage: 'Column calculations',
     }),
     description: i18n.translate(
       'xpack.lens.formulaDocumentation.columnCalculationSectionDescription',
       {
         defaultMessage:
-          'These functions will be executed for reach row of the resulting table, using data from cells from other rows as well as the current value.',
+          'These functions are executed for each row, but are provided with the whole column as context. This is also known as a window function.',
       }
     ),
     items: [],
   });
 
   // Calculations aggs
-  helpGroups[2].items.push(
+  helpGroups[3].items.push(
     ...availableFunctions
       .filter(
         (key) =>
@@ -170,7 +252,7 @@ function FormulaHelp({
       });
   }, [indexPattern]);
 
-  helpGroups[3].items.push(
+  helpGroups[4].items.push(
     ...tinymathFns.map(({ label, description, examples }) => {
       return {
         label,
@@ -312,9 +394,9 @@ round(100 * moving_average(
 \`\`\`
 
 Elasticsearch functions take a field name, which can be in quotes. \`sum(bytes)\` is the same
-as \`sum("bytes")\`.
+as \`sum('bytes')\`.
 
-Some functions take named arguments, like moving_average(count(), window=5)
+Some functions take named arguments, like \`moving_average(count(), window=5)\`.
 
 Elasticsearch metrics can be filtered using KQL or Lucene syntax. To add a filter, use the named
 parameter \`kql='field: value'\` or \`lucene=''\`. Always use single quotes when writing KQL or Lucene
@@ -325,7 +407,7 @@ Math functions can take positional arguments, like pow(count(), 3) is the same a
 Use the symbols +, -, /, and * to perform basic math.
                   `,
                   description:
-                    'Text is in markdown. Do not translate function names or field names like sum(bytes)',
+                    'Text is in markdown. Do not translate function names, special characters, or field names like sum(bytes)',
                 })}
               />
             </section>