diff --git a/lucene/CHANGES.txt b/lucene/CHANGES.txt
index b3caabde88d..3f2b32c5468 100644
--- a/lucene/CHANGES.txt
+++ b/lucene/CHANGES.txt
@@ -39,6 +39,12 @@ Other
 
 ======================= Lucene 8.2.0 =======================
 
+New Features
+
+* LUCENE-8803: Provide a FeatureSortfield to allow sorting search hits by descending value of a 
+  feature. This is exposed via the factory method FeatureField#newFeatureSort.
+  (Colin Goodheart-Smithe via Adrien Grand)
+
 Bug Fixes
 
 * LUCENE-8785: Ensure new threadstates are locked before retrieving the number of active threadstates.
diff --git a/lucene/core/src/java/org/apache/lucene/document/FeatureField.java b/lucene/core/src/java/org/apache/lucene/document/FeatureField.java
index 33255638e6b..d060829463f 100644
--- a/lucene/core/src/java/org/apache/lucene/document/FeatureField.java
+++ b/lucene/core/src/java/org/apache/lucene/document/FeatureField.java
@@ -30,7 +30,9 @@ import org.apache.lucene.index.TermStates;
 import org.apache.lucene.search.BooleanQuery;
 import org.apache.lucene.search.BoostQuery;
 import org.apache.lucene.search.Explanation;
+import org.apache.lucene.search.FieldDoc;
 import org.apache.lucene.search.Query;
+import org.apache.lucene.search.SortField;
 import org.apache.lucene.search.similarities.BM25Similarity;
 import org.apache.lucene.search.similarities.Similarity.SimScorer;
 
@@ -196,7 +198,7 @@ public final class FeatureField extends Field {
 
   private static final int MAX_FREQ = Float.floatToIntBits(Float.MAX_VALUE) >>> 15;
 
-  private static float decodeFeatureValue(float freq) {
+  static float decodeFeatureValue(float freq) {
     if (freq > MAX_FREQ) {
       // This is never used in practice but callers of the SimScorer API might
       // occasionally call it on eg. Float.MAX_VALUE to compute the max score
@@ -518,4 +520,22 @@ public final class FeatureField extends Field {
     float avgFreq = (float) ((double) states.totalTermFreq() / states.docFreq());
     return decodeFeatureValue(avgFreq);
   }
+
+  /**
+   * Creates a SortField for sorting by the value of a feature.
+   * <p>
+   * This sort orders documents by descending value of a feature. The value returned in {@link FieldDoc} for
+   * the hits contains a Float instance with the feature value.
+   * <p>
+   * If a document is missing the field, then it is treated as having a vaue of <code>0.0f</code>.
+   * <p>
+   * 
+   * @param field field name. Must not be null.
+   * @param featureName feature name. Must not be null.
+   * @return SortField ordering documents by the value of the feature
+   * @throws NullPointerException if {@code field} or {@code featureName} is null.
+   */
+  public static SortField newFeatureSort(String field, String featureName) {
+    return new FeatureSortField(field, featureName);
+  }
 }
diff --git a/lucene/core/src/java/org/apache/lucene/document/FeatureSortField.java b/lucene/core/src/java/org/apache/lucene/document/FeatureSortField.java
new file mode 100644
index 00000000000..1a6df723240
--- /dev/null
+++ b/lucene/core/src/java/org/apache/lucene/document/FeatureSortField.java
@@ -0,0 +1,164 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.lucene.document;
+
+import java.io.IOException;
+import java.util.Objects;
+
+import org.apache.lucene.index.LeafReaderContext;
+import org.apache.lucene.index.PostingsEnum;
+import org.apache.lucene.index.Terms;
+import org.apache.lucene.index.TermsEnum;
+import org.apache.lucene.search.FieldComparator;
+import org.apache.lucene.search.SimpleFieldComparator;
+import org.apache.lucene.search.SortField;
+import org.apache.lucene.util.BytesRef;
+
+/**
+ * Sorts using the value of a specified feature name from a {@link FeatureField}.
+ */
+final class FeatureSortField extends SortField {
+
+  private final String featureName;
+
+  /**
+   * Creates a {@link FeatureSortField} that can be used to sort hits by
+   * the value of a particular feature in a {@link FeatureField}.
+   *
+   * @param featureName The name of the feature to use for the sort value
+   */
+  public FeatureSortField(String field, String featureName) {
+    super(Objects.requireNonNull(field), SortField.Type.CUSTOM);
+    this.featureName = Objects.requireNonNull(featureName);
+  }
+  
+  @Override
+  public FieldComparator<?> getComparator(int numHits, int sortPos) {
+    return new FeatureComparator(numHits, getField(), featureName);
+  }
+  
+  @Override
+  public void setMissingValue(Object missingValue) {
+    throw new IllegalArgumentException("Missing value not supported for FeatureSortField");
+  }
+  
+  @Override
+  public int hashCode() {
+    final int prime = 31;
+    int result = super.hashCode();
+    result = prime * result + featureName.hashCode();
+    return result;
+  }
+
+  @Override
+  public boolean equals(Object obj) {
+    if (this == obj) return true;
+    if (!super.equals(obj)) return false;
+    if (getClass() != obj.getClass()) return false;
+    FeatureSortField other = (FeatureSortField) obj;
+    return Objects.equals(featureName, other.featureName);
+  }
+
+  @Override
+  public String toString() {
+    StringBuilder builder = new StringBuilder();
+    builder.append("<feature:");
+    builder.append('"');
+    builder.append(getField());
+    builder.append('"');
+    builder.append(" featureName=");
+    builder.append(featureName);
+    builder.append('>');
+    return builder.toString();
+  }
+
+  /** Parses a feature field's values as float and sorts by descending value */
+  class FeatureComparator extends SimpleFieldComparator<Float> {
+    private final String field;
+    private final BytesRef featureName;
+    private final float[] values;
+    private float bottom;
+    private float topValue;
+    private PostingsEnum currentReaderPostingsValues;
+
+    /** Creates a new comparator based on relevance for {@code numHits}. */
+    public FeatureComparator(int numHits, String field, String featureName) {
+      this.values = new float[numHits];
+      this.field = field;
+      this.featureName = new BytesRef(featureName);
+    }
+
+    @Override
+    protected void doSetNextReader(LeafReaderContext context) throws IOException {
+      Terms terms = context.reader().terms(field);
+      if (terms == null) {
+        currentReaderPostingsValues = null;
+      } else {
+        TermsEnum termsEnum = terms.iterator();
+        if (termsEnum.seekExact(featureName) == false) {
+          currentReaderPostingsValues = null;
+        } else {
+          currentReaderPostingsValues = termsEnum.postings(currentReaderPostingsValues, PostingsEnum.FREQS);
+        }
+      }
+    }
+
+    private float getValueForDoc(int doc) throws IOException {
+      if (currentReaderPostingsValues != null && doc >= currentReaderPostingsValues.docID()
+          && (currentReaderPostingsValues.docID() == doc || currentReaderPostingsValues.advance(doc) == doc)) {
+        return FeatureField.decodeFeatureValue(currentReaderPostingsValues.freq());
+      } else {
+        return 0.0f;
+      }
+    }
+
+    @Override
+    public int compare(int slot1, int slot2) {
+      return Float.compare(values[slot2], values[slot1]);
+    }
+
+    @Override
+    public int compareBottom(int doc) throws IOException {
+      return Float.compare(getValueForDoc(doc), bottom);
+    }
+
+    @Override
+    public void copy(int slot, int doc) throws IOException {
+      values[slot] = getValueForDoc(doc);
+    }
+
+    @Override
+    public void setBottom(final int bottom) {
+      this.bottom = values[bottom];
+    }
+
+    @Override
+    public void setTopValue(Float value) {
+      topValue = value;
+    }
+
+    @Override
+    public Float value(int slot) {
+      return Float.valueOf(values[slot]);
+    }
+
+    @Override
+    public int compareTop(int doc) throws IOException {
+      return Float.compare(getValueForDoc(doc), topValue);
+    }
+  }
+}
diff --git a/lucene/core/src/test/org/apache/lucene/document/TestFeatureSort.java b/lucene/core/src/test/org/apache/lucene/document/TestFeatureSort.java
new file mode 100644
index 00000000000..d1a39cff4ce
--- /dev/null
+++ b/lucene/core/src/test/org/apache/lucene/document/TestFeatureSort.java
@@ -0,0 +1,213 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.lucene.document;
+
+import java.io.IOException;
+
+import org.apache.lucene.index.IndexReader;
+import org.apache.lucene.index.RandomIndexWriter;
+import org.apache.lucene.search.IndexSearcher;
+import org.apache.lucene.search.MatchAllDocsQuery;
+import org.apache.lucene.search.Sort;
+import org.apache.lucene.search.TopDocs;
+import org.apache.lucene.store.Directory;
+import org.apache.lucene.util.LuceneTestCase;
+
+/*
+ * Test for sorting using a feature from a FeatureField.
+ *
+ * THE RULES:
+ * 1. keywords like 'abstract' and 'static' should not appear in this file.
+ * 2. each test method should be self-contained and understandable.
+ * 3. no test methods should share code with other test methods.
+ * 4. no testing of things unrelated to sorting.
+ * 5. no tracers.
+ * 6. keyword 'class' should appear only once in this file, here ----
+ *                                                                  |
+ *        -----------------------------------------------------------
+ *        |
+ *       \./
+ */
+public class TestFeatureSort extends LuceneTestCase {
+
+  public void testFeature() throws IOException {
+    Directory dir = newDirectory();
+    RandomIndexWriter writer = new RandomIndexWriter(random(), dir);
+    Document doc = new Document();
+    doc.add(new FeatureField("field", "name", 30.1F));
+    doc.add(newStringField("value", "30.1", Field.Store.YES));
+    writer.addDocument(doc);
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 1.3F));
+    doc.add(newStringField("value", "1.3", Field.Store.YES));
+    writer.addDocument(doc);
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 4.2F));
+    doc.add(newStringField("value", "4.2", Field.Store.YES));
+    writer.addDocument(doc);
+    IndexReader ir = writer.getReader();
+    writer.close();
+
+    IndexSearcher searcher = newSearcher(ir);
+    Sort sort = new Sort(FeatureField.newFeatureSort("field", "name"));
+
+    TopDocs td = searcher.search(new MatchAllDocsQuery(), 10, sort);
+    assertEquals(3, td.totalHits.value);
+    // numeric order
+    assertEquals("30.1", searcher.doc(td.scoreDocs[0].doc).get("value"));
+    assertEquals("4.2", searcher.doc(td.scoreDocs[1].doc).get("value"));
+    assertEquals("1.3", searcher.doc(td.scoreDocs[2].doc).get("value"));
+
+    ir.close();
+    dir.close();
+  }
+
+  public void testFeatureMissing() throws IOException {
+    Directory dir = newDirectory();
+    RandomIndexWriter writer = new RandomIndexWriter(random(), dir);
+    Document doc = new Document();
+    writer.addDocument(doc);
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 1.3F));
+    doc.add(newStringField("value", "1.3", Field.Store.YES));
+    writer.addDocument(doc);
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 4.2F));
+    doc.add(newStringField("value", "4.2", Field.Store.YES));
+    writer.addDocument(doc);
+    IndexReader ir = writer.getReader();
+    writer.close();
+
+    IndexSearcher searcher = newSearcher(ir);
+    Sort sort = new Sort(FeatureField.newFeatureSort("field", "name"));
+
+    TopDocs td = searcher.search(new MatchAllDocsQuery(), 10, sort);
+    assertEquals(3, td.totalHits.value);
+    // null is treated as 0
+    assertEquals("4.2", searcher.doc(td.scoreDocs[0].doc).get("value"));
+    assertEquals("1.3", searcher.doc(td.scoreDocs[1].doc).get("value"));
+    assertNull(searcher.doc(td.scoreDocs[2].doc).get("value"));
+
+    ir.close();
+    dir.close();
+  }
+
+  public void testFeatureMissingFieldInSegment() throws IOException {
+    Directory dir = newDirectory();
+    RandomIndexWriter writer = new RandomIndexWriter(random(), dir);
+    Document doc = new Document();
+    writer.addDocument(doc);
+    writer.commit();
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 1.3F));
+    doc.add(newStringField("value", "1.3", Field.Store.YES));
+    writer.addDocument(doc);
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 4.2F));
+    doc.add(newStringField("value", "4.2", Field.Store.YES));
+    writer.addDocument(doc);
+    IndexReader ir = writer.getReader();
+    writer.close();
+
+    IndexSearcher searcher = newSearcher(ir);
+    Sort sort = new Sort(FeatureField.newFeatureSort("field", "name"));
+
+    TopDocs td = searcher.search(new MatchAllDocsQuery(), 10, sort);
+    assertEquals(3, td.totalHits.value);
+    // null is treated as 0
+    assertEquals("4.2", searcher.doc(td.scoreDocs[0].doc).get("value"));
+    assertEquals("1.3", searcher.doc(td.scoreDocs[1].doc).get("value"));
+    assertNull(searcher.doc(td.scoreDocs[2].doc).get("value"));
+
+    ir.close();
+    dir.close();
+  }
+
+  public void testFeatureMissingFeatureNameInSegment() throws IOException {
+    Directory dir = newDirectory();
+    RandomIndexWriter writer = new RandomIndexWriter(random(), dir);
+    Document doc = new Document();
+    doc.add(new FeatureField("field", "different_name", 0.5F));
+    writer.addDocument(doc);
+    writer.commit();
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 1.3F));
+    doc.add(newStringField("value", "1.3", Field.Store.YES));
+    writer.addDocument(doc);
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 4.2F));
+    doc.add(newStringField("value", "4.2", Field.Store.YES));
+    writer.addDocument(doc);
+    IndexReader ir = writer.getReader();
+    writer.close();
+
+    IndexSearcher searcher = newSearcher(ir);
+    Sort sort = new Sort(FeatureField.newFeatureSort("field", "name"));
+
+    TopDocs td = searcher.search(new MatchAllDocsQuery(), 10, sort);
+    assertEquals(3, td.totalHits.value);
+    // null is treated as 0
+    assertEquals("4.2", searcher.doc(td.scoreDocs[0].doc).get("value"));
+    assertEquals("1.3", searcher.doc(td.scoreDocs[1].doc).get("value"));
+    assertNull(searcher.doc(td.scoreDocs[2].doc).get("value"));
+
+    ir.close();
+    dir.close();
+  }
+
+  public void testFeatureMultipleMissing() throws IOException {
+    Directory dir = newDirectory();
+    RandomIndexWriter writer = new RandomIndexWriter(random(), dir);
+    Document doc = new Document();
+    writer.addDocument(doc);
+    doc = new Document();
+    writer.addDocument(doc);
+    doc = new Document();
+    writer.addDocument(doc);
+    doc = new Document();
+    writer.addDocument(doc);
+    doc = new Document();
+    writer.addDocument(doc);
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 1.3F));
+    doc.add(newStringField("value", "1.3", Field.Store.YES));
+    writer.addDocument(doc);
+    doc = new Document();
+    doc.add(new FeatureField("field", "name", 4.2F));
+    doc.add(newStringField("value", "4.2", Field.Store.YES));
+    writer.addDocument(doc);
+    IndexReader ir = writer.getReader();
+    writer.close();
+
+    IndexSearcher searcher = newSearcher(ir);
+    Sort sort = new Sort(FeatureField.newFeatureSort("field", "name"));
+
+    TopDocs td = searcher.search(new MatchAllDocsQuery(), 10, sort);
+    assertEquals(7, td.totalHits.value);
+    // null is treated as 0
+    assertEquals("4.2", searcher.doc(td.scoreDocs[0].doc).get("value"));
+    assertEquals("1.3", searcher.doc(td.scoreDocs[1].doc).get("value"));
+    assertNull(searcher.doc(td.scoreDocs[2].doc).get("value"));
+    assertNull(searcher.doc(td.scoreDocs[3].doc).get("value"));
+    assertNull(searcher.doc(td.scoreDocs[4].doc).get("value"));
+    assertNull(searcher.doc(td.scoreDocs[5].doc).get("value"));
+    assertNull(searcher.doc(td.scoreDocs[6].doc).get("value"));
+
+    ir.close();
+    dir.close();
+  }
+}