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

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2025 Workiva-->
<!--r:37c5d798-77e2-42ea-af02-2238d78d199f,g:1b6125f5-5a67-4c80-b8ae-b853ee800ac7-->
<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-20250305.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_5825bf64-2bef-4223-92be-a4e720479910" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_CoverAbstract"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityRegistrantName_2923f443-5169-4dd0-8207-429ecdda92b1" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityRegistrantName"/>
    <link:presentationArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityRegistrantName_2923f443-5169-4dd0-8207-429ecdda92b1" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentType_e61b3662-863d-4c5f-b740-9fb26072c58a" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_DocumentType"/>
    <link:presentationArc order="2" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_DocumentType_e61b3662-863d-4c5f-b740-9fb26072c58a" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentPeriodEndDate_c1650718-ba5d-4cf0-916b-338e36e26900" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_DocumentPeriodEndDate"/>
    <link:presentationArc order="3" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_DocumentPeriodEndDate_c1650718-ba5d-4cf0-916b-338e36e26900" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_AmendmentFlag_a1731854-568b-4e4a-ac79-bd748525e360" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_AmendmentFlag"/>
    <link:presentationArc order="4" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_AmendmentFlag_a1731854-568b-4e4a-ac79-bd748525e360" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityCentralIndexKey_b32aac9a-4fad-408d-929c-6a548deee382" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityCentralIndexKey"/>
    <link:presentationArc order="5" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityCentralIndexKey_b32aac9a-4fad-408d-929c-6a548deee382" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityIncorporationStateCountryCode_76ddf6a4-aec0-4393-af06-3ec94ee731d3" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityIncorporationStateCountryCode"/>
    <link:presentationArc order="6" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityIncorporationStateCountryCode_76ddf6a4-aec0-4393-af06-3ec94ee731d3" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityFileNumber_de6bc215-309c-46dc-ac80-f591e0f21243" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityFileNumber"/>
    <link:presentationArc order="7" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityFileNumber_de6bc215-309c-46dc-ac80-f591e0f21243" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityTaxIdentificationNumber_92a776e5-330d-4082-a7f2-2cdb425a5a10" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityTaxIdentificationNumber"/>
    <link:presentationArc order="8" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityTaxIdentificationNumber_92a776e5-330d-4082-a7f2-2cdb425a5a10" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressAddressLine1_e63a9d64-7032-4ee5-a2f2-2667e7b5cb2a" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityAddressAddressLine1"/>
    <link:presentationArc order="9" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityAddressAddressLine1_e63a9d64-7032-4ee5-a2f2-2667e7b5cb2a" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressCityOrTown_66f1322c-78f0-40ba-8478-eca9fc62f956" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityAddressCityOrTown"/>
    <link:presentationArc order="10" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityAddressCityOrTown_66f1322c-78f0-40ba-8478-eca9fc62f956" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressStateOrProvince_d7e5e48c-2908-419f-a74c-04afb3f8518f" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityAddressStateOrProvince"/>
    <link:presentationArc order="11" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityAddressStateOrProvince_d7e5e48c-2908-419f-a74c-04afb3f8518f" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressPostalZipCode_9ebf1e47-5cdf-49db-9374-b50fb04da87a" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityAddressPostalZipCode"/>
    <link:presentationArc order="12" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityAddressPostalZipCode_9ebf1e47-5cdf-49db-9374-b50fb04da87a" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_CityAreaCode_2065f871-487f-4dac-af3f-88961472f2e1" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_CityAreaCode"/>
    <link:presentationArc order="13" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_CityAreaCode_2065f871-487f-4dac-af3f-88961472f2e1" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_LocalPhoneNumber_991190e4-49b7-4555-b001-ec14e30dc78a" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_LocalPhoneNumber"/>
    <link:presentationArc order="14" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_LocalPhoneNumber_991190e4-49b7-4555-b001-ec14e30dc78a" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_WrittenCommunications_8e9406a0-1f3c-4aaf-aa31-8596121f004f" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_WrittenCommunications"/>
    <link:presentationArc order="15" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_WrittenCommunications_8e9406a0-1f3c-4aaf-aa31-8596121f004f" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SolicitingMaterial_092c33bd-e090-4a7b-a6b9-9e45941685b5" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_SolicitingMaterial"/>
    <link:presentationArc order="16" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_SolicitingMaterial_092c33bd-e090-4a7b-a6b9-9e45941685b5" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementTenderOffer_ec569808-d573-4400-94a8-305d1a3f34b5" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_PreCommencementTenderOffer"/>
    <link:presentationArc order="17" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_PreCommencementTenderOffer_ec569808-d573-4400-94a8-305d1a3f34b5" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementIssuerTenderOffer_f38d9654-57ab-423c-b75a-8e5ee5523429" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_PreCommencementIssuerTenderOffer"/>
    <link:presentationArc order="18" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_PreCommencementIssuerTenderOffer_f38d9654-57ab-423c-b75a-8e5ee5523429" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_Security12bTitle_129f7aff-7949-42d8-907f-c8fc45ce157d" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_Security12bTitle"/>
    <link:presentationArc order="19" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_Security12bTitle_129f7aff-7949-42d8-907f-c8fc45ce157d" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_TradingSymbol_1a9863ad-b0ba-41a7-bb2b-1319ee23280d" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_TradingSymbol"/>
    <link:presentationArc order="20" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_TradingSymbol_1a9863ad-b0ba-41a7-bb2b-1319ee23280d" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SecurityExchangeName_1284c946-3c73-429c-b7b5-ee0c3309a41b" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_SecurityExchangeName"/>
    <link:presentationArc order="21" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_SecurityExchangeName_1284c946-3c73-429c-b7b5-ee0c3309a41b" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityEmergingGrowthCompany_7d828349-6f8e-45bc-a133-530d1a66deb8" xlink:href="https://xbrl.sec.gov/dei/2024/dei-2024.xsd#dei_EntityEmergingGrowthCompany"/>
    <link:presentationArc order="22" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_5825bf64-2bef-4223-92be-a4e720479910" xlink:to="loc_dei_EntityEmergingGrowthCompany_7d828349-6f8e-45bc-a133-530d1a66deb8" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
  </link:presentationLink>
</link:linkbase>
