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

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2024 Workiva-->
<!--r:e2b8d1d2-5147-409d-8f70-ec7643dbc87b,g:b6807000-0a06-4383-a0a9-b64de6cefeee-->
<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.nninc.com/role/CoverPage" xlink:type="simple" xlink:href="nnbr-20240612.xsd#CoverPage"/>
  <link:presentationLink xlink:role="http://www.nninc.com/role/CoverPage" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_CoverAbstract"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityRegistrantName_f71558b5-5bfe-42fe-a1cc-5b57a493a609" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityRegistrantName"/>
    <link:presentationArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityRegistrantName_f71558b5-5bfe-42fe-a1cc-5b57a493a609" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentType_8dc7cf65-45a2-40b4-bd81-c2ac49c534cd" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_DocumentType"/>
    <link:presentationArc order="2" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_DocumentType_8dc7cf65-45a2-40b4-bd81-c2ac49c534cd" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentPeriodEndDate_97f8bd89-0365-4a10-82c1-e3c89869beb8" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_DocumentPeriodEndDate"/>
    <link:presentationArc order="3" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_DocumentPeriodEndDate_97f8bd89-0365-4a10-82c1-e3c89869beb8" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_AmendmentFlag_7fc896b9-77ef-4ed6-b6e9-ddb759b9c3b9" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_AmendmentFlag"/>
    <link:presentationArc order="4" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_AmendmentFlag_7fc896b9-77ef-4ed6-b6e9-ddb759b9c3b9" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityCentralIndexKey_0acb90fb-3fc7-421e-a4a2-db9f5b8acff2" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityCentralIndexKey"/>
    <link:presentationArc order="5" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityCentralIndexKey_0acb90fb-3fc7-421e-a4a2-db9f5b8acff2" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityIncorporationStateCountryCode_8bfb3638-e8a2-4cdb-95f6-15b02ca581cc" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityIncorporationStateCountryCode"/>
    <link:presentationArc order="6" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityIncorporationStateCountryCode_8bfb3638-e8a2-4cdb-95f6-15b02ca581cc" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityFileNumber_9d701e2e-f4b8-412c-b8d0-9cf028ff7fa2" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityFileNumber"/>
    <link:presentationArc order="7" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityFileNumber_9d701e2e-f4b8-412c-b8d0-9cf028ff7fa2" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityTaxIdentificationNumber_afc8f614-c514-4855-ae7a-9b3ff572302e" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityTaxIdentificationNumber"/>
    <link:presentationArc order="8" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityTaxIdentificationNumber_afc8f614-c514-4855-ae7a-9b3ff572302e" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressAddressLine1_7b080bf3-95c2-4bd2-be28-c28d9b20d026" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityAddressAddressLine1"/>
    <link:presentationArc order="9" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityAddressAddressLine1_7b080bf3-95c2-4bd2-be28-c28d9b20d026" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressCityOrTown_e2b71564-c5d2-465f-a780-3c271e3158ad" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityAddressCityOrTown"/>
    <link:presentationArc order="10" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityAddressCityOrTown_e2b71564-c5d2-465f-a780-3c271e3158ad" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressStateOrProvince_18f48faa-e8c0-4651-8037-177f77fb0876" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityAddressStateOrProvince"/>
    <link:presentationArc order="11" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityAddressStateOrProvince_18f48faa-e8c0-4651-8037-177f77fb0876" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressPostalZipCode_a5959852-47ae-4b11-b89e-cac9831a33d6" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityAddressPostalZipCode"/>
    <link:presentationArc order="12" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityAddressPostalZipCode_a5959852-47ae-4b11-b89e-cac9831a33d6" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_CityAreaCode_74d2aa54-0910-499a-8bea-30296a2694b4" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_CityAreaCode"/>
    <link:presentationArc order="13" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_CityAreaCode_74d2aa54-0910-499a-8bea-30296a2694b4" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_LocalPhoneNumber_52f7bef8-e3d6-4778-b337-d68588226612" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_LocalPhoneNumber"/>
    <link:presentationArc order="14" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_LocalPhoneNumber_52f7bef8-e3d6-4778-b337-d68588226612" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_WrittenCommunications_5ee50f13-0174-4c1e-89ef-77d112187688" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_WrittenCommunications"/>
    <link:presentationArc order="15" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_WrittenCommunications_5ee50f13-0174-4c1e-89ef-77d112187688" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SolicitingMaterial_f2d474e4-3adf-4d21-a9c3-e99b014bb359" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_SolicitingMaterial"/>
    <link:presentationArc order="16" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_SolicitingMaterial_f2d474e4-3adf-4d21-a9c3-e99b014bb359" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementTenderOffer_32d6e607-96d4-4d23-bdeb-b7dc13eb11d0" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_PreCommencementTenderOffer"/>
    <link:presentationArc order="17" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_PreCommencementTenderOffer_32d6e607-96d4-4d23-bdeb-b7dc13eb11d0" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementIssuerTenderOffer_fad3ba58-ae3a-4517-a849-5351810960f0" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_PreCommencementIssuerTenderOffer"/>
    <link:presentationArc order="18" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_PreCommencementIssuerTenderOffer_fad3ba58-ae3a-4517-a849-5351810960f0" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_Security12bTitle_9efc897e-1234-4c92-840d-c91e32cbdaa6" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_Security12bTitle"/>
    <link:presentationArc order="19" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_Security12bTitle_9efc897e-1234-4c92-840d-c91e32cbdaa6" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_TradingSymbol_131c6931-5666-44e3-bb50-54f957021100" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_TradingSymbol"/>
    <link:presentationArc order="20" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_TradingSymbol_131c6931-5666-44e3-bb50-54f957021100" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SecurityExchangeName_6729b1f1-8f38-43ab-b9a2-49edf687c0c2" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_SecurityExchangeName"/>
    <link:presentationArc order="21" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_SecurityExchangeName_6729b1f1-8f38-43ab-b9a2-49edf687c0c2" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityEmergingGrowthCompany_5a22cda6-8fad-42f9-9984-af4e5ae4f6ff" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_EntityEmergingGrowthCompany"/>
    <link:presentationArc order="22" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_c5d5c4e2-b31e-4aee-ab2e-9366fffb7235" xlink:to="loc_dei_EntityEmergingGrowthCompany_5a22cda6-8fad-42f9-9984-af4e5ae4f6ff" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
  </link:presentationLink>
</link:linkbase>
