<?xml version="1.0" encoding="UTF-8"?>

<!--XBRL Document Created with Wdesk from Workiva-->
<!--Copyright 2021 Workiva-->
<!--r:6cbdaa4a-fa16-4e16-91c0-89190788ae21,g:d071d5fe-f5ca-4e56-9f5c-3e0494edfe75-->
<link:linkbase xmlns:link="http://www.xbrl.org/2003/linkbase" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.xbrl.org/2003/linkbase http://www.xbrl.org/2003/xbrl-linkbase-2003-12-31.xsd">
  <link:roleRef roleURI="http://www.ghco.com/role/CoverPage" xlink:type="simple" xlink:href="ghc-20210505.xsd#CoverPage"/>
  <link:calculationLink xlink:role="http://www.ghco.com/role/CoverPage" xlink:type="extended"/>
</link:linkbase>