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

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2026 Workiva-->
<!--r:019e9b92-497b-7da9-bb94-d233f5c5947e,g:c985255a-3b54-45be-a1b9-ec3871569499-->
<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.laddercapital.com/role/Cover" xlink:type="simple" xlink:href="ladr-20260723.xsd#Cover"/>
  <link:presentationLink xlink:role="http://www.laddercapital.com/role/Cover" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_CoverAbstract"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentType_019e9b92-497b-7341-b935-3865f7881b89" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_DocumentType"/>
    <link:presentationArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_DocumentType_019e9b92-497b-7341-b935-3865f7881b89" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentPeriodEndDate_019e9b92-497b-7adc-b4d7-ab6567cd6725" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_DocumentPeriodEndDate"/>
    <link:presentationArc order="2" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_DocumentPeriodEndDate_019e9b92-497b-7adc-b4d7-ab6567cd6725" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityRegistrantName_019e9b92-497b-7636-9547-b8786208a966" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityRegistrantName"/>
    <link:presentationArc order="3" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityRegistrantName_019e9b92-497b-7636-9547-b8786208a966" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityIncorporationStateCountryCode_019e9b92-497b-7d86-9563-24e40ba8c977" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityIncorporationStateCountryCode"/>
    <link:presentationArc order="4" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityIncorporationStateCountryCode_019e9b92-497b-7d86-9563-24e40ba8c977" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityFileNumber_019e9b92-497b-7cc0-86af-f9e1a7ba631e" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityFileNumber"/>
    <link:presentationArc order="5" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityFileNumber_019e9b92-497b-7cc0-86af-f9e1a7ba631e" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityTaxIdentificationNumber_019e9b92-497b-7f45-b6fd-09cf7d1294dd" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityTaxIdentificationNumber"/>
    <link:presentationArc order="6" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityTaxIdentificationNumber_019e9b92-497b-7f45-b6fd-09cf7d1294dd" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressAddressLine1_019e9b92-497b-755e-9e9c-7986fb579472" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityAddressAddressLine1"/>
    <link:presentationArc order="7" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityAddressAddressLine1_019e9b92-497b-755e-9e9c-7986fb579472" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressAddressLine2_019e9b92-497b-7cd0-8417-ac4b65f15606" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityAddressAddressLine2"/>
    <link:presentationArc order="8" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityAddressAddressLine2_019e9b92-497b-7cd0-8417-ac4b65f15606" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressCityOrTown_019e9b92-497b-763e-9ed6-e1aad67d2737" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityAddressCityOrTown"/>
    <link:presentationArc order="9" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityAddressCityOrTown_019e9b92-497b-763e-9ed6-e1aad67d2737" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressStateOrProvince_019e9b92-497b-7158-9546-894962ccb837" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityAddressStateOrProvince"/>
    <link:presentationArc order="10" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityAddressStateOrProvince_019e9b92-497b-7158-9546-894962ccb837" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressPostalZipCode_019e9b92-497b-73de-934c-9970737404a1" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityAddressPostalZipCode"/>
    <link:presentationArc order="11" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityAddressPostalZipCode_019e9b92-497b-73de-934c-9970737404a1" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_CityAreaCode_019e9b92-497b-76f7-94f8-9d97cd20eac9" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_CityAreaCode"/>
    <link:presentationArc order="12" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_CityAreaCode_019e9b92-497b-76f7-94f8-9d97cd20eac9" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_LocalPhoneNumber_019e9b92-497b-74d0-9399-39475714a1d0" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_LocalPhoneNumber"/>
    <link:presentationArc order="13" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_LocalPhoneNumber_019e9b92-497b-74d0-9399-39475714a1d0" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_WrittenCommunications_019e9b92-497b-7d11-8c9e-b09cc15a97bd" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_WrittenCommunications"/>
    <link:presentationArc order="14" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_WrittenCommunications_019e9b92-497b-7d11-8c9e-b09cc15a97bd" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SolicitingMaterial_019e9b92-497b-779e-a3ec-517b1aec97de" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_SolicitingMaterial"/>
    <link:presentationArc order="15" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_SolicitingMaterial_019e9b92-497b-779e-a3ec-517b1aec97de" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementIssuerTenderOffer_019e9b92-497b-7220-b46c-9074d67a7a09" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_PreCommencementIssuerTenderOffer"/>
    <link:presentationArc order="16" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_PreCommencementIssuerTenderOffer_019e9b92-497b-7220-b46c-9074d67a7a09" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementTenderOffer_019e9b92-497b-76bb-aadf-d3537a2be66c" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_PreCommencementTenderOffer"/>
    <link:presentationArc order="17" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_PreCommencementTenderOffer_019e9b92-497b-76bb-aadf-d3537a2be66c" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityEmergingGrowthCompany_019e9b92-497b-7973-a1a8-454ef47d9a28" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityEmergingGrowthCompany"/>
    <link:presentationArc order="18" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityEmergingGrowthCompany_019e9b92-497b-7973-a1a8-454ef47d9a28" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_Security12bTitle_019e9b92-497b-7c6b-b218-9bb3f08274fd" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_Security12bTitle"/>
    <link:presentationArc order="19" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_Security12bTitle_019e9b92-497b-7c6b-b218-9bb3f08274fd" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_TradingSymbol_019e9b92-497b-7004-b162-d41d553f8bdc" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_TradingSymbol"/>
    <link:presentationArc order="20" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_TradingSymbol_019e9b92-497b-7004-b162-d41d553f8bdc" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SecurityExchangeName_019e9b92-497b-7643-be22-831fee895f9a" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_SecurityExchangeName"/>
    <link:presentationArc order="21" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_SecurityExchangeName_019e9b92-497b-7643-be22-831fee895f9a" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityCentralIndexKey_019e9b92-497b-73df-b670-7b772c23c132" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_EntityCentralIndexKey"/>
    <link:presentationArc order="22" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_EntityCentralIndexKey_019e9b92-497b-73df-b670-7b772c23c132" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_AmendmentFlag_019e9b92-497b-73db-bec5-04177bd79f79" xlink:href="https://xbrl.sec.gov/dei/2025/dei-2025.xsd#dei_AmendmentFlag"/>
    <link:presentationArc order="23" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019e9b92-497b-7d43-ac7e-59ad256cb3a6" xlink:to="loc_dei_AmendmentFlag_019e9b92-497b-73db-bec5-04177bd79f79" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
  </link:presentationLink>
</link:linkbase>
