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

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2024 Workiva-->
<!--r:4262fe20-fe02-4c50-8a51-c72e24179933,g:e3bfb294-bb3e-4a0d-abfd-9719bb6cd171-->
<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-20241202.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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:href="https://xbrl.sec.gov/dei/2023/dei-2023.xsd#dei_CoverAbstract"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityRegistrantName_865d7632-34c1-4adc-a457-2a2f85cf363b" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityRegistrantName_865d7632-34c1-4adc-a457-2a2f85cf363b" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentType_dbf29dd0-776a-4ef6-a4e7-6900fa332d5f" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_DocumentType_dbf29dd0-776a-4ef6-a4e7-6900fa332d5f" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentPeriodEndDate_2d2334b8-6ace-4dc2-9c28-a8635ea633e8" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_DocumentPeriodEndDate_2d2334b8-6ace-4dc2-9c28-a8635ea633e8" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_AmendmentFlag_b15cbffe-813b-4c58-80dc-2b6a017fa7bd" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_AmendmentFlag_b15cbffe-813b-4c58-80dc-2b6a017fa7bd" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityCentralIndexKey_4ce1a360-2e40-4b3d-bf52-00c7f3367874" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityCentralIndexKey_4ce1a360-2e40-4b3d-bf52-00c7f3367874" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityIncorporationStateCountryCode_7ed3b109-cc47-4c9a-af92-75290c293031" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityIncorporationStateCountryCode_7ed3b109-cc47-4c9a-af92-75290c293031" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityFileNumber_3e96a754-8a49-4133-b478-a5cf244c679c" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityFileNumber_3e96a754-8a49-4133-b478-a5cf244c679c" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityTaxIdentificationNumber_056e5a55-7bbc-4914-98c6-7d062acf804a" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityTaxIdentificationNumber_056e5a55-7bbc-4914-98c6-7d062acf804a" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressAddressLine1_56049ea2-b897-487c-8b23-6e4141a39d74" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityAddressAddressLine1_56049ea2-b897-487c-8b23-6e4141a39d74" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressCityOrTown_ebeacd56-83ef-453b-8320-c58fc20bf81e" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityAddressCityOrTown_ebeacd56-83ef-453b-8320-c58fc20bf81e" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressStateOrProvince_0c7411a5-55da-40e1-86f6-568e972dbba8" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityAddressStateOrProvince_0c7411a5-55da-40e1-86f6-568e972dbba8" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressPostalZipCode_eaf36dc8-23c1-427a-ba91-b0bbd048433e" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityAddressPostalZipCode_eaf36dc8-23c1-427a-ba91-b0bbd048433e" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_CityAreaCode_c9a43899-22e9-4cf5-a3fd-8449e870acc9" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_CityAreaCode_c9a43899-22e9-4cf5-a3fd-8449e870acc9" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_LocalPhoneNumber_7ac237f0-79d2-4194-8873-97b1fc8c1e89" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_LocalPhoneNumber_7ac237f0-79d2-4194-8873-97b1fc8c1e89" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_WrittenCommunications_d15b83f7-adbc-4d9c-95e8-f5ec816b3887" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_WrittenCommunications_d15b83f7-adbc-4d9c-95e8-f5ec816b3887" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SolicitingMaterial_1e9177ce-259a-4da1-9d8b-42f3469d866d" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_SolicitingMaterial_1e9177ce-259a-4da1-9d8b-42f3469d866d" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementTenderOffer_252fa9dc-d380-4824-87ee-2c9906c91135" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_PreCommencementTenderOffer_252fa9dc-d380-4824-87ee-2c9906c91135" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementIssuerTenderOffer_45320391-b2f9-42a9-9326-4c94a5de1102" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_PreCommencementIssuerTenderOffer_45320391-b2f9-42a9-9326-4c94a5de1102" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_Security12bTitle_2cb3484f-5342-49b6-afb1-6ea426500f18" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_Security12bTitle_2cb3484f-5342-49b6-afb1-6ea426500f18" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_TradingSymbol_282d0930-d1aa-45cb-8c76-31735d9a0eec" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_TradingSymbol_282d0930-d1aa-45cb-8c76-31735d9a0eec" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SecurityExchangeName_4ac0a405-dc26-4dbf-98ed-a91db30cad20" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_SecurityExchangeName_4ac0a405-dc26-4dbf-98ed-a91db30cad20" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityEmergingGrowthCompany_3fc7057a-1d9a-45cb-acbb-099208307e0c" 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_d24c9358-36b6-4621-ac26-2aacf4adb17c" xlink:to="loc_dei_EntityEmergingGrowthCompany_3fc7057a-1d9a-45cb-acbb-099208307e0c" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
  </link:presentationLink>
</link:linkbase>
