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

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2025 Workiva-->
<!--r:6a9dc171-4d0c-438a-9acb-2e2bfd699422,g:f0425537-dfb7-409c-af37-585ce2300b1a-->
<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.penskeautomotive.com/role/CONSOLIDATEDCONDENSEDBALANCESHEETS" xlink:type="simple" xlink:href="pag-20250930.xsd#CONSOLIDATEDCONDENSEDBALANCESHEETS"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/CONSOLIDATEDCONDENSEDBALANCESHEETS" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsCurrent_c1cdf9af-b46f-468f-b9cb-3f4c1a7d5bb0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AssetsCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_0ecd4743-c957-40fa-abbd-4f614972afb5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CashAndCashEquivalentsAtCarryingValue"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_c1cdf9af-b46f-468f-b9cb-3f4c1a7d5bb0" xlink:to="loc_us-gaap_CashAndCashEquivalentsAtCarryingValue_0ecd4743-c957-40fa-abbd-4f614972afb5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ReceivablesNetCurrent_5ffd04cc-fc8e-4245-83c2-854823934670" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ReceivablesNetCurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_c1cdf9af-b46f-468f-b9cb-3f4c1a7d5bb0" xlink:to="loc_us-gaap_ReceivablesNetCurrent_5ffd04cc-fc8e-4245-83c2-854823934670" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InventoryNet_2bd05133-4235-4db6-84e2-cd6f8b878062" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InventoryNet"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_c1cdf9af-b46f-468f-b9cb-3f4c1a7d5bb0" xlink:to="loc_us-gaap_InventoryNet_2bd05133-4235-4db6-84e2-cd6f8b878062" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAssetsCurrent_f28f6e7d-d804-4eb9-82b5-40ef08a9e62c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherAssetsCurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_AssetsCurrent_c1cdf9af-b46f-468f-b9cb-3f4c1a7d5bb0" xlink:to="loc_us-gaap_OtherAssetsCurrent_f28f6e7d-d804-4eb9-82b5-40ef08a9e62c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_b372fe9d-3045-436b-89e3-ac119ae38b7d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquity_cabf10e9-f14b-4942-bb0a-38aafb59289d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_StockholdersEquity"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_b372fe9d-3045-436b-89e3-ac119ae38b7d" xlink:to="loc_us-gaap_StockholdersEquity_cabf10e9-f14b-4942-bb0a-38aafb59289d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_MinorityInterest_2d6e3ed2-9416-4024-9df9-7bf511777f4b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_MinorityInterest"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_b372fe9d-3045-436b-89e3-ac119ae38b7d" xlink:to="loc_us-gaap_MinorityInterest_2d6e3ed2-9416-4024-9df9-7bf511777f4b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Assets_d16d1f0c-5cce-441e-af4d-6e9715504f3b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Assets"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AssetsCurrent_e1df8400-30f8-44f0-937a-1059e5d70f6b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AssetsCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_d16d1f0c-5cce-441e-af4d-6e9715504f3b" xlink:to="loc_us-gaap_AssetsCurrent_e1df8400-30f8-44f0-937a-1059e5d70f6b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PropertyPlantAndEquipmentNet_f298dfa6-f29f-48ac-b4ef-6bece655042b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PropertyPlantAndEquipmentNet"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_d16d1f0c-5cce-441e-af4d-6e9715504f3b" xlink:to="loc_us-gaap_PropertyPlantAndEquipmentNet_f298dfa6-f29f-48ac-b4ef-6bece655042b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseRightOfUseAsset_f152d621-8dd9-4564-b949-98107c013f8f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseRightOfUseAsset"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_d16d1f0c-5cce-441e-af4d-6e9715504f3b" xlink:to="loc_us-gaap_OperatingLeaseRightOfUseAsset_f152d621-8dd9-4564-b949-98107c013f8f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Goodwill_1fe451cb-b079-4c93-84c5-dc9b479f366a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Goodwill"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_d16d1f0c-5cce-441e-af4d-6e9715504f3b" xlink:to="loc_us-gaap_Goodwill_1fe451cb-b079-4c93-84c5-dc9b479f366a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherIndefiniteLivedIntangibleAssets_0f3f8d22-2735-4fc0-a062-9fd93922bc89" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherIndefiniteLivedIntangibleAssets"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_d16d1f0c-5cce-441e-af4d-6e9715504f3b" xlink:to="loc_us-gaap_OtherIndefiniteLivedIntangibleAssets_0f3f8d22-2735-4fc0-a062-9fd93922bc89" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EquityMethodInvestments_a25f887b-87f7-4845-9c45-8d419b7cdea0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EquityMethodInvestments"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_d16d1f0c-5cce-441e-af4d-6e9715504f3b" xlink:to="loc_us-gaap_EquityMethodInvestments_a25f887b-87f7-4845-9c45-8d419b7cdea0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherAssetsNoncurrent_1ad5fe9b-f3d5-44bf-91eb-45cc3b9082f5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherAssetsNoncurrent"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Assets_d16d1f0c-5cce-441e-af4d-6e9715504f3b" xlink:to="loc_us-gaap_OtherAssetsNoncurrent_1ad5fe9b-f3d5-44bf-91eb-45cc3b9082f5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquity_08679180-53b7-434a-8d8b-4567d7c28f45" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_StockholdersEquity"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PreferredStockValue_e191e8f1-c9f9-414c-9d3e-5d70fed908a7" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PreferredStockValue"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_08679180-53b7-434a-8d8b-4567d7c28f45" xlink:to="loc_us-gaap_PreferredStockValue_e191e8f1-c9f9-414c-9d3e-5d70fed908a7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CommonStockValue_4d5ab8e4-7cb3-417f-8383-2028c1bf7364" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CommonStockValue"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_08679180-53b7-434a-8d8b-4567d7c28f45" xlink:to="loc_us-gaap_CommonStockValue_4d5ab8e4-7cb3-417f-8383-2028c1bf7364" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AdditionalPaidInCapitalCommonStock_4305d49d-8c59-48c7-9ffd-3f2fa43c5a77" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AdditionalPaidInCapitalCommonStock"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_08679180-53b7-434a-8d8b-4567d7c28f45" xlink:to="loc_us-gaap_AdditionalPaidInCapitalCommonStock_4305d49d-8c59-48c7-9ffd-3f2fa43c5a77" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RetainedEarningsAccumulatedDeficit_886b3d3a-a185-48d6-adac-c2b81480ca52" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_RetainedEarningsAccumulatedDeficit"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_08679180-53b7-434a-8d8b-4567d7c28f45" xlink:to="loc_us-gaap_RetainedEarningsAccumulatedDeficit_886b3d3a-a185-48d6-adac-c2b81480ca52" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax_1ad6c5d1-9982-4b6f-bb59-5019b7f9c0df" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_StockholdersEquity_08679180-53b7-434a-8d8b-4567d7c28f45" xlink:to="loc_us-gaap_AccumulatedOtherComprehensiveIncomeLossNetOfTax_1ad6c5d1-9982-4b6f-bb59-5019b7f9c0df" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesCurrent_0c554ed5-89fd-45a6-8d38-814a461e6775" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LiabilitiesCurrent"/>
    <link:loc xlink:type="locator" xlink:label="loc_pag_FloorPlanNotesPayable_765e5760-ad4a-4660-b10b-832caf5610ba" xlink:href="pag-20250930.xsd#pag_FloorPlanNotesPayable"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_0c554ed5-89fd-45a6-8d38-814a461e6775" xlink:to="loc_pag_FloorPlanNotesPayable_765e5760-ad4a-4660-b10b-832caf5610ba" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_pag_FloorPlanNotesPayableNonTrade_561b0eaf-e544-4a0f-8373-b087b28b16ef" xlink:href="pag-20250930.xsd#pag_FloorPlanNotesPayableNonTrade"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_0c554ed5-89fd-45a6-8d38-814a461e6775" xlink:to="loc_pag_FloorPlanNotesPayableNonTrade_561b0eaf-e544-4a0f-8373-b087b28b16ef" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccountsPayableCurrent_71331297-54b9-4195-8ef0-c1a6516baa72" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccountsPayableCurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_0c554ed5-89fd-45a6-8d38-814a461e6775" xlink:to="loc_us-gaap_AccountsPayableCurrent_71331297-54b9-4195-8ef0-c1a6516baa72" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_AccruedLiabilitiesCurrent_e81f3c21-b6fd-4c2a-be28-bbc79eef9c21" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_AccruedLiabilitiesCurrent"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_0c554ed5-89fd-45a6-8d38-814a461e6775" xlink:to="loc_us-gaap_AccruedLiabilitiesCurrent_e81f3c21-b6fd-4c2a-be28-bbc79eef9c21" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtCurrent_bed75764-2406-4991-a434-5925dde5bc3a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtCurrent"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesCurrent_0c554ed5-89fd-45a6-8d38-814a461e6775" xlink:to="loc_us-gaap_LongTermDebtCurrent_bed75764-2406-4991-a434-5925dde5bc3a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesAndStockholdersEquity_90ce0041-6f43-4efe-ab73-23e847fb5739" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LiabilitiesAndStockholdersEquity"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Liabilities_94a6bbbc-9bf1-48a1-962c-ad3177f1de07" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Liabilities"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesAndStockholdersEquity_90ce0041-6f43-4efe-ab73-23e847fb5739" xlink:to="loc_us-gaap_Liabilities_94a6bbbc-9bf1-48a1-962c-ad3177f1de07" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CommitmentsAndContingencies_41b46fc5-5cf5-4e5e-a68a-806b482f4e02" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CommitmentsAndContingencies"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesAndStockholdersEquity_90ce0041-6f43-4efe-ab73-23e847fb5739" xlink:to="loc_us-gaap_CommitmentsAndContingencies_41b46fc5-5cf5-4e5e-a68a-806b482f4e02" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_cc772bcc-b04e-44f4-b8e3-e0c50dc0294e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LiabilitiesAndStockholdersEquity_90ce0041-6f43-4efe-ab73-23e847fb5739" xlink:to="loc_us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_cc772bcc-b04e-44f4-b8e3-e0c50dc0294e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Liabilities_4c587ce4-cf37-4bb7-a374-931b8fd7804f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Liabilities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LiabilitiesCurrent_bcb1bbf9-8089-42b8-9bcd-7c43cf0eecdc" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LiabilitiesCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_4c587ce4-cf37-4bb7-a374-931b8fd7804f" xlink:to="loc_us-gaap_LiabilitiesCurrent_bcb1bbf9-8089-42b8-9bcd-7c43cf0eecdc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtNoncurrent_20cd300d-7ebd-4fe8-9d7c-65f954713686" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtNoncurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_4c587ce4-cf37-4bb7-a374-931b8fd7804f" xlink:to="loc_us-gaap_LongTermDebtNoncurrent_20cd300d-7ebd-4fe8-9d7c-65f954713686" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_fcaea1d7-b900-44cf-afc6-f3d1a823b2a9" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiabilityNoncurrent"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_4c587ce4-cf37-4bb7-a374-931b8fd7804f" xlink:to="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_fcaea1d7-b900-44cf-afc6-f3d1a823b2a9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxLiabilitiesNet_4c5ae273-a36f-40ec-81be-a4c8692edeae" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredIncomeTaxLiabilitiesNet"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_4c587ce4-cf37-4bb7-a374-931b8fd7804f" xlink:to="loc_us-gaap_DeferredIncomeTaxLiabilitiesNet_4c5ae273-a36f-40ec-81be-a4c8692edeae" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherLiabilitiesNoncurrent_90ff32a7-ed4c-430a-9a2a-8907b2f2bca6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherLiabilitiesNoncurrent"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_Liabilities_4c587ce4-cf37-4bb7-a374-931b8fd7804f" xlink:to="loc_us-gaap_OtherLiabilitiesNoncurrent_90ff32a7-ed4c-430a-9a2a-8907b2f2bca6" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.penskeautomotive.com/role/CONSOLIDATEDCONDENSEDSTATEMENTSOFINCOME" xlink:type="simple" xlink:href="pag-20250930.xsd#CONSOLIDATEDCONDENSEDSTATEMENTSOFINCOME"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/CONSOLIDATEDCONDENSEDSTATEMENTSOFINCOME" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5910de4d-4270-4e78-beb0-e605bfcaf8bc" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromEquityMethodInvestments_ddb37e41-fa5b-4471-ba5a-4652e7dc3f19" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeLossFromEquityMethodInvestments"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5910de4d-4270-4e78-beb0-e605bfcaf8bc" xlink:to="loc_us-gaap_IncomeLossFromEquityMethodInvestments_ddb37e41-fa5b-4471-ba5a-4652e7dc3f19" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_pag_FloorPlanInterestExpense_9d83a57c-efb4-4482-bc4a-2e69c75eeaeb" xlink:href="pag-20250930.xsd#pag_FloorPlanInterestExpense"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5910de4d-4270-4e78-beb0-e605bfcaf8bc" xlink:to="loc_pag_FloorPlanInterestExpense_9d83a57c-efb4-4482-bc4a-2e69c75eeaeb" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GainLossOnSaleOfBusiness_88cf937a-297a-47da-a669-33c50f435d35" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GainLossOnSaleOfBusiness"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5910de4d-4270-4e78-beb0-e605bfcaf8bc" xlink:to="loc_us-gaap_GainLossOnSaleOfBusiness_88cf937a-297a-47da-a669-33c50f435d35" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingIncomeLoss_8667fe1b-dc93-40e0-a10a-2a8efdc3861a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingIncomeLoss"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5910de4d-4270-4e78-beb0-e605bfcaf8bc" xlink:to="loc_us-gaap_OperatingIncomeLoss_8667fe1b-dc93-40e0-a10a-2a8efdc3861a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_InterestExpenseOther_67b6f989-0543-4ccb-9a74-e41aa06a648d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_InterestExpenseOther"/>
    <link:calculationArc order="5" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_5910de4d-4270-4e78-beb0-e605bfcaf8bc" xlink:to="loc_us-gaap_InterestExpenseOther_67b6f989-0543-4ccb-9a74-e41aa06a648d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingIncomeLoss_545d9684-6888-4bb4-9652-16c1f777b2a0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingIncomeLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GrossProfit_0add0263-0ff4-47be-adf0-e219cf73f498" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GrossProfit"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingIncomeLoss_545d9684-6888-4bb4-9652-16c1f777b2a0" xlink:to="loc_us-gaap_GrossProfit_0add0263-0ff4-47be-adf0-e219cf73f498" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_SellingGeneralAndAdministrativeExpense_472cadf3-c907-4855-9bf1-42990b70199b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_SellingGeneralAndAdministrativeExpense"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingIncomeLoss_545d9684-6888-4bb4-9652-16c1f777b2a0" xlink:to="loc_us-gaap_SellingGeneralAndAdministrativeExpense_472cadf3-c907-4855-9bf1-42990b70199b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Depreciation_67195f20-a1f7-4dc2-99c5-49f67312cd59" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Depreciation"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingIncomeLoss_545d9684-6888-4bb4-9652-16c1f777b2a0" xlink:to="loc_us-gaap_Depreciation_67195f20-a1f7-4dc2-99c5-49f67312cd59" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetIncomeLoss_c7f87216-233e-42eb-9bfa-e99e3c53a0a6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetIncomeLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_da42fccf-ca8c-407e-923f-099fcaa05421" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProfitLoss"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetIncomeLoss_c7f87216-233e-42eb-9bfa-e99e3c53a0a6" xlink:to="loc_us-gaap_ProfitLoss_da42fccf-ca8c-407e-923f-099fcaa05421" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetIncomeLossAttributableToNoncontrollingInterest_1bfd5b8d-e79b-420a-a0a1-100dcc71a44e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetIncomeLossAttributableToNoncontrollingInterest"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetIncomeLoss_c7f87216-233e-42eb-9bfa-e99e3c53a0a6" xlink:to="loc_us-gaap_NetIncomeLossAttributableToNoncontrollingInterest_1bfd5b8d-e79b-420a-a0a1-100dcc71a44e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GrossProfit_70486e23-16b6-4ab0-b822-efa752ebd829" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GrossProfit"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax_59bc5410-df18-4a36-bdf3-62a5ff64dab9" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_GrossProfit_70486e23-16b6-4ab0-b822-efa752ebd829" xlink:to="loc_us-gaap_RevenueFromContractWithCustomerExcludingAssessedTax_59bc5410-df18-4a36-bdf3-62a5ff64dab9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CostOfGoodsAndServicesSold_dfd52e7f-2a9f-48ba-9874-6cb887398d45" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CostOfGoodsAndServicesSold"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_GrossProfit_70486e23-16b6-4ab0-b822-efa752ebd829" xlink:to="loc_us-gaap_CostOfGoodsAndServicesSold_dfd52e7f-2a9f-48ba-9874-6cb887398d45" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_998e89e4-567e-4473-9959-92a9b11269af" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProfitLoss"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_497208ae-106e-4e8a-81af-0eb358ac256a" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ProfitLoss_998e89e4-567e-4473-9959-92a9b11269af" xlink:to="loc_us-gaap_IncomeLossFromContinuingOperationsBeforeIncomeTaxesExtraordinaryItemsNoncontrollingInterest_497208ae-106e-4e8a-81af-0eb358ac256a" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeTaxExpenseBenefit_85a63844-4dbb-4a1a-beb4-a88fcfed399d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeTaxExpenseBenefit"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ProfitLoss_998e89e4-567e-4473-9959-92a9b11269af" xlink:to="loc_us-gaap_IncomeTaxExpenseBenefit_85a63844-4dbb-4a1a-beb4-a88fcfed399d" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.penskeautomotive.com/role/CONSOLIDATEDCONDENSEDSTATEMENTSOFCOMPREHENSIVEINCOME" xlink:type="simple" xlink:href="pag-20250930.xsd#CONSOLIDATEDCONDENSEDSTATEMENTSOFCOMPREHENSIVEINCOME"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/CONSOLIDATEDCONDENSEDSTATEMENTSOFCOMPREHENSIVEINCOME" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_3b914e01-4aae-4567-959b-f465d5855f09" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_4355f002-cf39-4586-b8d0-708a277a62d0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProfitLoss"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_3b914e01-4aae-4567-959b-f465d5855f09" xlink:to="loc_us-gaap_ProfitLoss_4355f002-cf39-4586-b8d0-708a277a62d0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossNetOfTax_e495740a-b33c-4d5c-b92c-479db4d621a1" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherComprehensiveIncomeLossNetOfTax"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_3b914e01-4aae-4567-959b-f465d5855f09" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossNetOfTax_e495740a-b33c-4d5c-b92c-479db4d621a1" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTax_ca6d1b6a-41c8-4a83-a482-91c723885ec8" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ComprehensiveIncomeNetOfTax"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_85d1e275-861b-485b-8db6-ce8ec059c1f9" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTax_ca6d1b6a-41c8-4a83-a482-91c723885ec8" xlink:to="loc_us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_85d1e275-861b-485b-8db6-ce8ec059c1f9" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest_9bad620b-7d58-4d5d-b992-8bc66e92987b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_ComprehensiveIncomeNetOfTax_ca6d1b6a-41c8-4a83-a482-91c723885ec8" xlink:to="loc_us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest_9bad620b-7d58-4d5d-b992-8bc66e92987b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossNetOfTax_6d083164-da9e-46b6-8222-7876e17d72bf" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherComprehensiveIncomeLossNetOfTax"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax_8defce1c-41be-4aa0-8527-cd52ac818440" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherComprehensiveIncomeLossNetOfTax_6d083164-da9e-46b6-8222-7876e17d72bf" xlink:to="loc_us-gaap_OtherComprehensiveIncomeLossForeignCurrencyTransactionAndTranslationAdjustmentNetOfTax_8defce1c-41be-4aa0-8527-cd52ac818440" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_pag_OtherComprehensiveIncomeOtherAdjustmentNetOfTaxPeriodIncreaseDecrease_71f86a35-3077-4798-b519-e1355720be7a" xlink:href="pag-20250930.xsd#pag_OtherComprehensiveIncomeOtherAdjustmentNetOfTaxPeriodIncreaseDecrease"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OtherComprehensiveIncomeLossNetOfTax_6d083164-da9e-46b6-8222-7876e17d72bf" xlink:to="loc_pag_OtherComprehensiveIncomeOtherAdjustmentNetOfTaxPeriodIncreaseDecrease_71f86a35-3077-4798-b519-e1355720be7a" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.penskeautomotive.com/role/CONSOLIDATEDCONDENSEDSTATEMENTSOFCASHFLOWS" xlink:type="simple" xlink:href="pag-20250930.xsd#CONSOLIDATEDCONDENSEDSTATEMENTSOFCASHFLOWS"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/CONSOLIDATEDCONDENSEDSTATEMENTSOFCASHFLOWS" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInOperatingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_Depreciation_647d7f92-e74b-4ce4-ba4c-69972deeb83e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_Depreciation"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_Depreciation_647d7f92-e74b-4ce4-ba4c-69972deeb83e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_GainLossOnSaleOfBusiness_af8db3b2-9a13-48d4-af3d-7a748b4ec297" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_GainLossOnSaleOfBusiness"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_GainLossOnSaleOfBusiness_af8db3b2-9a13-48d4-af3d-7a748b4ec297" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInOtherCurrentAssets_d539048f-38da-4161-ba29-1ad4f2a97cba" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInOtherCurrentAssets"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_IncreaseDecreaseInOtherCurrentAssets_d539048f-38da-4161-ba29-1ad4f2a97cba" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInOtherOperatingCapitalNet_a778b434-f453-423f-9969-c9f96b90943d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInOtherOperatingCapitalNet"/>
    <link:calculationArc order="4" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_IncreaseDecreaseInOtherOperatingCapitalNet_a778b434-f453-423f-9969-c9f96b90943d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_83615e30-d624-4b7d-8ab8-06ee00903822" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_DeferredIncomeTaxExpenseBenefit"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_DeferredIncomeTaxExpenseBenefit_83615e30-d624-4b7d-8ab8-06ee00903822" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInAccountsPayableAndAccruedLiabilities_79252338-c40d-4570-9769-16917b394a67" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInAccountsPayableAndAccruedLiabilities"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_IncreaseDecreaseInAccountsPayableAndAccruedLiabilities_79252338-c40d-4570-9769-16917b394a67" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ShareBasedCompensation_b6503260-77d7-4964-9f54-8e83e8b6137e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ShareBasedCompensation"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_ShareBasedCompensation_b6503260-77d7-4964-9f54-8e83e8b6137e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_pag_IncreaseDecreaseInFloorPlanNotesPayable_2cf5de53-82b8-4f12-8997-2b4c9152c132" xlink:href="pag-20250930.xsd#pag_IncreaseDecreaseInFloorPlanNotesPayable"/>
    <link:calculationArc order="8" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_pag_IncreaseDecreaseInFloorPlanNotesPayable_2cf5de53-82b8-4f12-8997-2b4c9152c132" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProfitLoss_888a4fc6-6299-41f8-a439-bfa2d1d874f1" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProfitLoss"/>
    <link:calculationArc order="9" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_ProfitLoss_888a4fc6-6299-41f8-a439-bfa2d1d874f1" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInReceivables_422b8a30-e2c7-46ca-ae4c-e441e792afe0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInReceivables"/>
    <link:calculationArc order="10" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_IncreaseDecreaseInReceivables_422b8a30-e2c7-46ca-ae4c-e441e792afe0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncreaseDecreaseInRetailRelatedInventories_5e5074f1-006e-4e7e-8677-992e50837bfd" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncreaseDecreaseInRetailRelatedInventories"/>
    <link:calculationArc order="11" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_IncreaseDecreaseInRetailRelatedInventories_5e5074f1-006e-4e7e-8677-992e50837bfd" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncomeLossFromEquityMethodInvestmentsNetOfDividendsOrDistributions_a65e7640-ea4b-4f6c-ad60-6c55a36cf210" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncomeLossFromEquityMethodInvestmentsNetOfDividendsOrDistributions"/>
    <link:calculationArc order="12" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_cb689533-8e34-4b05-ac52-b5e65e1ab93c" xlink:to="loc_us-gaap_IncomeLossFromEquityMethodInvestmentsNetOfDividendsOrDistributions_a65e7640-ea4b-4f6c-ad60-6c55a36cf210" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsOfDividendsCommonStock_17786754-8615-4377-83fa-8a59a8865583" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsOfDividendsCommonStock"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_us-gaap_PaymentsOfDividendsCommonStock_17786754-8615-4377-83fa-8a59a8865583" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsRelatedToTaxWithholdingForShareBasedCompensation_7ab5983a-76d8-47b2-a11c-638a017c87e6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsRelatedToTaxWithholdingForShareBasedCompensation"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_us-gaap_PaymentsRelatedToTaxWithholdingForShareBasedCompensation_7ab5983a-76d8-47b2-a11c-638a017c87e6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsForRepurchaseOfCommonStock_81345d2c-0f89-4a6c-8476-d5b40f60997e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsForRepurchaseOfCommonStock"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_us-gaap_PaymentsForRepurchaseOfCommonStock_81345d2c-0f89-4a6c-8476-d5b40f60997e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsOfFinancingCosts_5a1e70bc-7488-42c1-ab4d-3e7b8aa98281" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsOfFinancingCosts"/>
    <link:calculationArc order="4" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_us-gaap_PaymentsOfFinancingCosts_5a1e70bc-7488-42c1-ab4d-3e7b8aa98281" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromRepaymentsOfOtherLongTermDebt_fc58a8a6-92ec-464f-8467-39423f065621" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProceedsFromRepaymentsOfOtherLongTermDebt"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_us-gaap_ProceedsFromRepaymentsOfOtherLongTermDebt_fc58a8a6-92ec-464f-8467-39423f065621" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromLongTermLinesOfCredit_cb50066c-198f-4c01-ae28-a50d90ca5834" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProceedsFromLongTermLinesOfCredit"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_us-gaap_ProceedsFromLongTermLinesOfCredit_cb50066c-198f-4c01-ae28-a50d90ca5834" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_bcaa2290-fc3d-4140-9cb0-946df1f5f624" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProceedsFromPaymentsForOtherFinancingActivities"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_bcaa2290-fc3d-4140-9cb0-946df1f5f624" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_pag_NetBorrowingsRepaymentsOfFloorPlanNotesPayableNontrade_b9a10309-8af9-4adb-95ad-15e0302df54c" xlink:href="pag-20250930.xsd#pag_NetBorrowingsRepaymentsOfFloorPlanNotesPayableNontrade"/>
    <link:calculationArc order="8" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_pag_NetBorrowingsRepaymentsOfFloorPlanNotesPayableNontrade_b9a10309-8af9-4adb-95ad-15e0302df54c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RepaymentsOfLongTermLinesOfCredit_4847e013-ae0a-459d-ba84-e5e7b8b8ef72" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_RepaymentsOfLongTermLinesOfCredit"/>
    <link:calculationArc order="9" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_us-gaap_RepaymentsOfLongTermLinesOfCredit_4847e013-ae0a-459d-ba84-e5e7b8b8ef72" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_RepaymentsOfSubordinatedDebt_9bc3f620-2f3b-4658-ad3d-680b1e03a3f3" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_RepaymentsOfSubordinatedDebt"/>
    <link:calculationArc order="10" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_af0cfd6c-faf0-4b81-ae69-ec2880ee7043" xlink:to="loc_us-gaap_RepaymentsOfSubordinatedDebt_9bc3f620-2f3b-4658-ad3d-680b1e03a3f3" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_acd13cae-7bd6-4d8c-bcc3-5c60114c9465" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_5b5732cf-0558-4476-9f48-beb7e5527bc6" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivities"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_acd13cae-7bd6-4d8c-bcc3-5c60114c9465" xlink:to="loc_us-gaap_NetCashProvidedByUsedInFinancingActivities_5b5732cf-0558-4476-9f48-beb7e5527bc6" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_17f4c9b8-fcea-4830-9de1-2da54e361be2" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInInvestingActivities"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_acd13cae-7bd6-4d8c-bcc3-5c60114c9465" xlink:to="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_17f4c9b8-fcea-4830-9de1-2da54e361be2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_7f163fdb-7765-4b6e-a398-0420514aeb07" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_acd13cae-7bd6-4d8c-bcc3-5c60114c9465" xlink:to="loc_us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_7f163fdb-7765-4b6e-a398-0420514aeb07" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_436918d6-94e0-4da3-b6f8-fcaf1b3d4d3f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInOperatingActivities"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseIncludingExchangeRateEffect_acd13cae-7bd6-4d8c-bcc3-5c60114c9465" xlink:to="loc_us-gaap_NetCashProvidedByUsedInOperatingActivities_436918d6-94e0-4da3-b6f8-fcaf1b3d4d3f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_83d2886d-3e96-4d8f-9379-766e84ed46f4" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_NetCashProvidedByUsedInInvestingActivities"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsToAcquireBusinessesNetOfCashAcquired_49c5c0a1-f632-4f37-8462-41d4bc2a9d5c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsToAcquireBusinessesNetOfCashAcquired"/>
    <link:calculationArc order="1" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_83d2886d-3e96-4d8f-9379-766e84ed46f4" xlink:to="loc_us-gaap_PaymentsToAcquireBusinessesNetOfCashAcquired_49c5c0a1-f632-4f37-8462-41d4bc2a9d5c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromSaleOfPropertyPlantAndEquipment_c708120f-02f7-49eb-97b5-147954a9642b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProceedsFromSaleOfPropertyPlantAndEquipment"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_83d2886d-3e96-4d8f-9379-766e84ed46f4" xlink:to="loc_us-gaap_ProceedsFromSaleOfPropertyPlantAndEquipment_c708120f-02f7-49eb-97b5-147954a9642b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsToAcquireProductiveAssets_599b0f0b-fc47-4eae-b6e4-50cf74a2cf82" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsToAcquireProductiveAssets"/>
    <link:calculationArc order="3" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_83d2886d-3e96-4d8f-9379-766e84ed46f4" xlink:to="loc_us-gaap_PaymentsToAcquireProductiveAssets_599b0f0b-fc47-4eae-b6e4-50cf74a2cf82" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_PaymentsForProceedsFromOtherInvestingActivities_441029eb-fb13-4c40-8219-87d9fbf00b2d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_PaymentsForProceedsFromOtherInvestingActivities"/>
    <link:calculationArc order="4" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_83d2886d-3e96-4d8f-9379-766e84ed46f4" xlink:to="loc_us-gaap_PaymentsForProceedsFromOtherInvestingActivities_441029eb-fb13-4c40-8219-87d9fbf00b2d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromDivestitureOfBusinesses_7452b092-0b94-4ba8-8cbb-43e4ba0f4544" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProceedsFromDivestitureOfBusinesses"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_83d2886d-3e96-4d8f-9379-766e84ed46f4" xlink:to="loc_us-gaap_ProceedsFromDivestitureOfBusinesses_7452b092-0b94-4ba8-8cbb-43e4ba0f4544" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_ProceedsFromSaleOfEquityMethodInvestments_84ef12b4-17ce-4f18-8db2-eda2ce0d8b46" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_ProceedsFromSaleOfEquityMethodInvestments"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_NetCashProvidedByUsedInInvestingActivities_83d2886d-3e96-4d8f-9379-766e84ed46f4" xlink:to="loc_us-gaap_ProceedsFromSaleOfEquityMethodInvestments_84ef12b4-17ce-4f18-8db2-eda2ce0d8b46" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.penskeautomotive.com/role/LeasesNetoperatingleasecostDetails" xlink:type="simple" xlink:href="pag-20250930.xsd#LeasesNetoperatingleasecostDetails"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/LeasesNetoperatingleasecostDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LeaseCost_1292457c-9ad8-4de6-a514-98b7b3eec666" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LeaseCost"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseCost_137c2e06-47a8-46ec-b515-af0e0debe773" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseCost"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_1292457c-9ad8-4de6-a514-98b7b3eec666" xlink:to="loc_us-gaap_OperatingLeaseCost_137c2e06-47a8-46ec-b515-af0e0debe773" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_SubleaseIncome_28232ac9-08cd-4185-b0ea-c80d6e72bc9b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_SubleaseIncome"/>
    <link:calculationArc order="2" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LeaseCost_1292457c-9ad8-4de6-a514-98b7b3eec666" xlink:to="loc_us-gaap_SubleaseIncome_28232ac9-08cd-4185-b0ea-c80d6e72bc9b" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.penskeautomotive.com/role/LeasesMaturityofleaseliabilitiesDetails" xlink:type="simple" xlink:href="pag-20250930.xsd#LeasesMaturityofleaseliabilitiesDetails"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/LeasesMaturityofleaseliabilitiesDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_fee07a65-985a-4f96-af7b-88d2abd09b2b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityUndiscountedExcessAmount_84684c49-ea8f-4216-a281-657ed0c02533" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityUndiscountedExcessAmount"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_fee07a65-985a-4f96-af7b-88d2abd09b2b" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityUndiscountedExcessAmount_84684c49-ea8f-4216-a281-657ed0c02533" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiability_7679b152-89d3-45d6-bf8e-883eef7553f5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiability"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_fee07a65-985a-4f96-af7b-88d2abd09b2b" xlink:to="loc_us-gaap_OperatingLeaseLiability_7679b152-89d3-45d6-bf8e-883eef7553f5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiability_3c5a3306-95df-45d1-b757-0515fa445794" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiability"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityCurrent_660aa474-06ae-454c-beeb-c65763d4d5cc" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiabilityCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingLeaseLiability_3c5a3306-95df-45d1-b757-0515fa445794" xlink:to="loc_us-gaap_OperatingLeaseLiabilityCurrent_660aa474-06ae-454c-beeb-c65763d4d5cc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_e0310ec7-a8ad-4d5e-84f8-027bdcc139ce" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_OperatingLeaseLiabilityNoncurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_OperatingLeaseLiability_3c5a3306-95df-45d1-b757-0515fa445794" xlink:to="loc_us-gaap_OperatingLeaseLiabilityNoncurrent_e0310ec7-a8ad-4d5e-84f8-027bdcc139ce" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.penskeautomotive.com/role/LeasesMaturityofleaseliabilitiesDetails_1" xlink:type="simple" xlink:href="pag-20250930.xsd#LeasesMaturityofleaseliabilitiesDetails_1"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/LeasesMaturityofleaseliabilitiesDetails_1" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_f7efbc91-0f15-4aeb-9485-e5961cc8d08f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsRemainderOfFiscalYear_ded8faeb-4383-45bc-8b69-374ba0d281d0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsRemainderOfFiscalYear"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_f7efbc91-0f15-4aeb-9485-e5961cc8d08f" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsRemainderOfFiscalYear_ded8faeb-4383-45bc-8b69-374ba0d281d0" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueNextTwelveMonths_43daacb4-0f62-4b73-a231-f312d8005785" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueNextTwelveMonths"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_f7efbc91-0f15-4aeb-9485-e5961cc8d08f" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueNextTwelveMonths_43daacb4-0f62-4b73-a231-f312d8005785" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo_5bf3f94d-a896-4863-ab36-f1c252644ef5" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_f7efbc91-0f15-4aeb-9485-e5961cc8d08f" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearTwo_5bf3f94d-a896-4863-ab36-f1c252644ef5" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearThree_7fd49ec0-ade4-479d-902c-6d7bd4e65db7" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearThree"/>
    <link:calculationArc order="4" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_f7efbc91-0f15-4aeb-9485-e5961cc8d08f" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearThree_7fd49ec0-ade4-479d-902c-6d7bd4e65db7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFour_e15a1d71-37ee-4aff-92a5-bb3f02bbf487" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFour"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_f7efbc91-0f15-4aeb-9485-e5961cc8d08f" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFour_e15a1d71-37ee-4aff-92a5-bb3f02bbf487" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFive_fc2c5829-fe51-4d09-8fab-7c3805f9d28c" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFive"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_f7efbc91-0f15-4aeb-9485-e5961cc8d08f" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueYearFive_fc2c5829-fe51-4d09-8fab-7c3805f9d28c" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueAfterYearFive_1c4ba4ea-eef9-4668-b119-31de83d19702" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueAfterYearFive"/>
    <link:calculationArc order="7" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDue_f7efbc91-0f15-4aeb-9485-e5961cc8d08f" xlink:to="loc_us-gaap_LesseeOperatingLeaseLiabilityPaymentsDueAfterYearFive_1c4ba4ea-eef9-4668-b119-31de83d19702" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.penskeautomotive.com/role/BusinessCombinationsConsiderationPaidandAssetsAcquiredandLiabilitiesAssumedDetails" xlink:type="simple" xlink:href="pag-20250930.xsd#BusinessCombinationsConsiderationPaidandAssetsAcquiredandLiabilitiesAssumedDetails"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/BusinessCombinationsConsiderationPaidandAssetsAcquiredandLiabilitiesAssumedDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_302b8868-09ef-40db-b40a-3e0462772bc0" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedPropertyPlantAndEquipment_7333f439-d104-4457-81f0-925eea0b9f4b" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedPropertyPlantAndEquipment"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_302b8868-09ef-40db-b40a-3e0462772bc0" xlink:to="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedPropertyPlantAndEquipment_7333f439-d104-4457-81f0-925eea0b9f4b" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedInventory_482c9fa7-763c-492b-94f6-69f52fb50a6e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedInventory"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_302b8868-09ef-40db-b40a-3e0462772bc0" xlink:to="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedInventory_482c9fa7-763c-492b-94f6-69f52fb50a6e" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedCurrentAssetsReceivables_7b0d3527-a830-48c8-bea2-949ec29e0da2" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedCurrentAssetsReceivables"/>
    <link:calculationArc order="3" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_302b8868-09ef-40db-b40a-3e0462772bc0" xlink:to="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedCurrentAssetsReceivables_7b0d3527-a830-48c8-bea2-949ec29e0da2" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedCurrentLiabilities_99e9c1ac-6a53-4b7e-a0fe-3c4ac2cee8bc" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedCurrentLiabilities"/>
    <link:calculationArc order="4" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_302b8868-09ef-40db-b40a-3e0462772bc0" xlink:to="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedCurrentLiabilities_99e9c1ac-6a53-4b7e-a0fe-3c4ac2cee8bc" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIndefiniteLivedIntangibleAssets_e2fe7541-c587-4f86-b909-6953a3450062" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIndefiniteLivedIntangibleAssets"/>
    <link:calculationArc order="5" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_302b8868-09ef-40db-b40a-3e0462772bc0" xlink:to="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIndefiniteLivedIntangibleAssets_e2fe7541-c587-4f86-b909-6953a3450062" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedCurrentAssetsPrepaidExpenseAndOtherAssets_9f5d058f-32df-46a6-a708-c39125a27d1d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedCurrentAssetsPrepaidExpenseAndOtherAssets"/>
    <link:calculationArc order="6" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_302b8868-09ef-40db-b40a-3e0462772bc0" xlink:to="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedCurrentAssetsPrepaidExpenseAndOtherAssets_9f5d058f-32df-46a6-a708-c39125a27d1d" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNoncurrentLiabilities_66a27e03-b775-47eb-9958-7b60bb290323" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNoncurrentLiabilities"/>
    <link:calculationArc order="7" weight="-1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_302b8868-09ef-40db-b40a-3e0462772bc0" xlink:to="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNoncurrentLiabilities_66a27e03-b775-47eb-9958-7b60bb290323" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedOtherNoncurrentAssets_392d33ba-1ea6-42ab-89f7-0a98a785152e" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedOtherNoncurrentAssets"/>
    <link:calculationArc order="8" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_302b8868-09ef-40db-b40a-3e0462772bc0" xlink:to="loc_us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedOtherNoncurrentAssets_392d33ba-1ea6-42ab-89f7-0a98a785152e" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.penskeautomotive.com/role/EarningsPerShareDetails" xlink:type="simple" xlink:href="pag-20250930.xsd#EarningsPerShareDetails"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/EarningsPerShareDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_98c12285-ed40-4788-992c-3985377c7061" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_WeightedAverageNumberOfSharesOutstandingBasic_7150ceb5-e46d-4776-9689-29da23b25a1f" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_WeightedAverageNumberOfSharesOutstandingBasic"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_98c12285-ed40-4788-992c-3985377c7061" xlink:to="loc_us-gaap_WeightedAverageNumberOfSharesOutstandingBasic_7150ceb5-e46d-4776-9689-29da23b25a1f" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements_b737cdfc-d507-4b31-9656-4b2344ccfa3d" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_WeightedAverageNumberOfDilutedSharesOutstanding_98c12285-ed40-4788-992c-3985377c7061" xlink:to="loc_us-gaap_IncrementalCommonSharesAttributableToShareBasedPaymentArrangements_b737cdfc-d507-4b31-9656-4b2344ccfa3d" xlink:type="arc"/>
  </link:calculationLink>
  <link:roleRef roleURI="http://www.penskeautomotive.com/role/LongTermDebtScheduleofLongTermDebtInstrumentsDetails" xlink:type="simple" xlink:href="pag-20250930.xsd#LongTermDebtScheduleofLongTermDebtInstrumentsDetails"/>
  <link:calculationLink xlink:role="http://www.penskeautomotive.com/role/LongTermDebtScheduleofLongTermDebtInstrumentsDetails" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebt_fa0e4824-77a7-4abc-9025-6b75604c6694" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebt"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtCurrent_ed31ff51-a382-4a73-a1b2-34011a7292e7" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtCurrent"/>
    <link:calculationArc order="1" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebt_fa0e4824-77a7-4abc-9025-6b75604c6694" xlink:to="loc_us-gaap_LongTermDebtCurrent_ed31ff51-a382-4a73-a1b2-34011a7292e7" xlink:type="arc"/>
    <link:loc xlink:type="locator" xlink:label="loc_us-gaap_LongTermDebtNoncurrent_e521aec9-7997-48f3-874f-51dac33c1ae1" xlink:href="https://xbrl.fasb.org/us-gaap/2025/elts/us-gaap-2025.xsd#us-gaap_LongTermDebtNoncurrent"/>
    <link:calculationArc order="2" weight="1.0" xlink:arcrole="http://www.xbrl.org/2003/arcrole/summation-item" xlink:from="loc_us-gaap_LongTermDebt_fa0e4824-77a7-4abc-9025-6b75604c6694" xlink:to="loc_us-gaap_LongTermDebtNoncurrent_e521aec9-7997-48f3-874f-51dac33c1ae1" xlink:type="arc"/>
  </link:calculationLink>
</link:linkbase>
