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    <link:label id="lab_us-gaap_CashAndCashEquivalentsAtCarryingValue_EA4F85AB8FADE5AC95CE223C1D8FBE5A_terseLabel_en-US" xlink:label="lab_us-gaap_CashAndCashEquivalentsAtCarryingValue_EA4F85AB8FADE5AC95CE223C1D8FBE5A" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Cash and cash equivalents</link:label>
    <link:label id="lab_us-gaap_CashAndCashEquivalentsAtCarryingValue_EA4F85AB8FADE5AC95CE223C1D8FBE5A_label_en-US" xlink:label="lab_us-gaap_CashAndCashEquivalentsAtCarryingValue_EA4F85AB8FADE5AC95CE223C1D8FBE5A" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Cash and Cash Equivalents, at Carrying Value</link:label>
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    <link:label id="lab_us-gaap_ContractWithCustomerAssetNetCurrent_17C5819891FA576EC091223C1D8FFD98_label_en-US" xlink:label="lab_us-gaap_ContractWithCustomerAssetNetCurrent_17C5819891FA576EC091223C1D8FFD98" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Contract with Customer, Asset, Net, Current</link:label>
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    <link:label id="lab_us-gaap_PrepaidExpenseAndOtherAssetsCurrent_E5FBD63745B1550ADE56223C1D8FB780_label_en-US" xlink:label="lab_us-gaap_PrepaidExpenseAndOtherAssetsCurrent_E5FBD63745B1550ADE56223C1D8FB780" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Prepaid Expense and Other Assets, Current</link:label>
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    <link:label id="lab_us-gaap_PropertyPlantAndEquipmentNet_49B884FDA93BEE2546D0223C1D90A374_label_en-US" xlink:label="lab_us-gaap_PropertyPlantAndEquipmentNet_49B884FDA93BEE2546D0223C1D90A374" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Property, Plant and Equipment, Net</link:label>
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    <link:label id="lab_us-gaap_Goodwill_4DD902E6B34DF83FFADE223C1D905AF3_terseLabel_en-US" xlink:label="lab_us-gaap_Goodwill_4DD902E6B34DF83FFADE223C1D905AF3" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Goodwill</link:label>
    <link:label id="lab_us-gaap_Goodwill_4DD902E6B34DF83FFADE223C1D905AF3_label_en-US" xlink:label="lab_us-gaap_Goodwill_4DD902E6B34DF83FFADE223C1D905AF3" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Goodwill</link:label>
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    <link:label id="lab_us-gaap_IntangibleAssetsNetExcludingGoodwill_2C90B6241D9D81C5B3FC223C1D903F7D_terseLabel_en-US" xlink:label="lab_us-gaap_IntangibleAssetsNetExcludingGoodwill_2C90B6241D9D81C5B3FC223C1D903F7D" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Other intangible assets, net</link:label>
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    <link:label id="lab_us-gaap_OperatingLeaseRightOfUseAsset_FF5A23A59CE4C5911919223C1D9082A4_terseLabel_en-US" xlink:label="lab_us-gaap_OperatingLeaseRightOfUseAsset_FF5A23A59CE4C5911919223C1D9082A4" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Right-of-use lease assets</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_OperatingLeaseRightOfUseAsset" xlink:label="loc_us-gaap_OperatingLeaseRightOfUseAsset_FF5A23A59CE4C5911919223C1D9082A4" xlink:type="locator" />
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    <link:label id="lab_us-gaap_OtherNoncashIncomeExpense_EC12D1BF0C7038B30AD267414E5C6FBF_negatedTerseLabel_en-US" xlink:label="lab_us-gaap_OtherNoncashIncomeExpense_EC12D1BF0C7038B30AD267414E5C6FBF" xlink:role="http://www.xbrl.org/2009/role/negatedTerseLabel" xlink:type="resource" xml:lang="en-US">Other operating activities</link:label>
    <link:label id="lab_us-gaap_OtherNoncashIncomeExpense_EC12D1BF0C7038B30AD267414E5C6FBF_label_en-US" xlink:label="lab_us-gaap_OtherNoncashIncomeExpense_EC12D1BF0C7038B30AD267414E5C6FBF" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Other Noncash Income (Expense)</link:label>
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    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_us-gaap_OtherNoncashIncomeExpense_EC12D1BF0C7038B30AD267414E5C6FBF" xlink:to="lab_us-gaap_OtherNoncashIncomeExpense_EC12D1BF0C7038B30AD267414E5C6FBF" xlink:type="arc" />
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    <link:label id="lab_us-gaap_IncreaseDecreaseInReceivables_BEF798C1BE2F57249D0E67414E5C94FE_negatedLabel_en-US" xlink:label="lab_us-gaap_IncreaseDecreaseInReceivables_BEF798C1BE2F57249D0E67414E5C94FE" xlink:role="http://www.xbrl.org/2009/role/negatedLabel" xlink:type="resource" xml:lang="en-US">Receivables</link:label>
    <link:label id="lab_us-gaap_IncreaseDecreaseInReceivables_BEF798C1BE2F57249D0E67414E5C94FE_label_en-US" xlink:label="lab_us-gaap_IncreaseDecreaseInReceivables_BEF798C1BE2F57249D0E67414E5C94FE" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Increase (Decrease) in Receivables</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_IncreaseDecreaseInPrepaidDeferredExpenseAndOtherAssets" xlink:label="loc_us-gaap_IncreaseDecreaseInPrepaidDeferredExpenseAndOtherAssets_61EC15416D652B9DA29667414E5C4646" xlink:type="locator" />
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_IncreaseDecreaseInAccountsPayable" xlink:label="loc_us-gaap_IncreaseDecreaseInAccountsPayable_AF85DEC1C4A7E0868F4E67414E5CA1E1" xlink:type="locator" />
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_IncreaseDecreaseInEmployeeRelatedLiabilities" xlink:label="loc_us-gaap_IncreaseDecreaseInEmployeeRelatedLiabilities_B8C064AC470FF4A4B09967414E5D0B25" xlink:type="locator" />
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    <link:label id="lab_chrw_IncreaseDecreaseInAccruedShippingAndHandling_64CBFFC212A3653CDFCF67414E5DCB06_terseLabel_en-US" xlink:label="lab_chrw_IncreaseDecreaseInAccruedShippingAndHandling_64CBFFC212A3653CDFCF67414E5DCB06" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Accrued transportation expense</link:label>
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    <link:label id="lab_chrw_IncreaseDecreaseInAccruedShippingAndHandling_64CBFFC212A3653CDFCF67414E5DCB06_documentation_en-US" xlink:label="lab_chrw_IncreaseDecreaseInAccruedShippingAndHandling_64CBFFC212A3653CDFCF67414E5DCB06" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Increase (Decrease) In Accrued Shipping And Handling</link:label>
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    <link:label id="lab_us-gaap_LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage_4E3A197BD2B1AA3CA083690CD3407AE1_terseLabel_en-US" xlink:label="lab_us-gaap_LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage_4E3A197BD2B1AA3CA083690CD3407AE1" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Commitment fee (percent)</link:label>
    <link:label id="lab_us-gaap_LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage_4E3A197BD2B1AA3CA083690CD3407AE1_label_en-US" xlink:label="lab_us-gaap_LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage_4E3A197BD2B1AA3CA083690CD3407AE1" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Line of Credit Facility, Unused Capacity, Commitment Fee Percentage</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage" xlink:label="loc_us-gaap_LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage_4E3A197BD2B1AA3CA083690CD3407AE1" xlink:type="locator" />
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    <link:label id="lab_chrw_DebtInstrumentCovenantLeverageRatioMaximum_4BC45081843B93469471690CD340306E_terseLabel_en-US" xlink:label="lab_chrw_DebtInstrumentCovenantLeverageRatioMaximum_4BC45081843B93469471690CD340306E" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Maximum leverage ratio</link:label>
    <link:label id="lab_chrw_DebtInstrumentCovenantLeverageRatioMaximum_4BC45081843B93469471690CD340306E_label_en-US" xlink:label="lab_chrw_DebtInstrumentCovenantLeverageRatioMaximum_4BC45081843B93469471690CD340306E" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Debt Instrument, Covenant, Leverage Ratio, Maximum</link:label>
    <link:label id="lab_chrw_DebtInstrumentCovenantLeverageRatioMaximum_4BC45081843B93469471690CD340306E_documentation_en-US" xlink:label="lab_chrw_DebtInstrumentCovenantLeverageRatioMaximum_4BC45081843B93469471690CD340306E" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Debt Instrument, Covenant, Leverage Ratio, Maximum</link:label>
    <link:loc xlink:href="chrw-20190630.xsd#chrw_DebtInstrumentCovenantLeverageRatioMaximum" xlink:label="loc_chrw_DebtInstrumentCovenantLeverageRatioMaximum_4BC45081843B93469471690CD340306E" xlink:type="locator" />
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    <link:label id="lab_chrw_DebtInstrumentCovenantInterestCoverageRatioMinimum_4BFCC7A6BC8E7C54BDE8691FAD37C152_terseLabel_en-US" xlink:label="lab_chrw_DebtInstrumentCovenantInterestCoverageRatioMinimum_4BFCC7A6BC8E7C54BDE8691FAD37C152" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Minimum interest coverage ratio</link:label>
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    <link:loc xlink:href="chrw-20190630.xsd#chrw_DebtInstrumentCovenantInterestCoverageRatioMinimum" xlink:label="loc_chrw_DebtInstrumentCovenantInterestCoverageRatioMinimum_4BFCC7A6BC8E7C54BDE8691FAD37C152" xlink:type="locator" />
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    <link:label id="lab_us-gaap_DebtInstrumentFaceAmount_84152DF8EA9ED81AA3C9690CD3418F81_terseLabel_en-US" xlink:label="lab_us-gaap_DebtInstrumentFaceAmount_84152DF8EA9ED81AA3C9690CD3418F81" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Debt instrument principal amount</link:label>
    <link:label id="lab_us-gaap_DebtInstrumentFaceAmount_84152DF8EA9ED81AA3C9690CD3418F81_label_en-US" xlink:label="lab_us-gaap_DebtInstrumentFaceAmount_84152DF8EA9ED81AA3C9690CD3418F81" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Debt Instrument, Face Amount</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_DebtInstrumentFaceAmount" xlink:label="loc_us-gaap_DebtInstrumentFaceAmount_84152DF8EA9ED81AA3C9690CD3418F81" xlink:type="locator" />
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    <link:label id="lab_us-gaap_LongTermDebtFairValue_91A043620B66B28D4AF0690CD34162AE_terseLabel_en-US" xlink:label="lab_us-gaap_LongTermDebtFairValue_91A043620B66B28D4AF0690CD34162AE" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Long-term debt, fair value</link:label>
    <link:label id="lab_us-gaap_LongTermDebtFairValue_91A043620B66B28D4AF0690CD34162AE_label_en-US" xlink:label="lab_us-gaap_LongTermDebtFairValue_91A043620B66B28D4AF0690CD34162AE" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Long-term Debt, Fair Value</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_LongTermDebtFairValue" xlink:label="loc_us-gaap_LongTermDebtFairValue_91A043620B66B28D4AF0690CD34162AE" xlink:type="locator" />
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    <link:label id="lab_chrw_DebtInstrumentCovenantPriorityDebtPercentage_D4B7AF8FE9EBFD654A47690CD341E5B1_terseLabel_en-US" xlink:label="lab_chrw_DebtInstrumentCovenantPriorityDebtPercentage_D4B7AF8FE9EBFD654A47690CD341E5B1" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Maximum priority debt to total assets ratio (percent)</link:label>
    <link:label id="lab_chrw_DebtInstrumentCovenantPriorityDebtPercentage_D4B7AF8FE9EBFD654A47690CD341E5B1_label_en-US" xlink:label="lab_chrw_DebtInstrumentCovenantPriorityDebtPercentage_D4B7AF8FE9EBFD654A47690CD341E5B1" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Debt Instrument, Covenant, Priority Debt, Percentage</link:label>
    <link:label id="lab_chrw_DebtInstrumentCovenantPriorityDebtPercentage_D4B7AF8FE9EBFD654A47690CD341E5B1_documentation_en-US" xlink:label="lab_chrw_DebtInstrumentCovenantPriorityDebtPercentage_D4B7AF8FE9EBFD654A47690CD341E5B1" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Debt Instrument, Covenant, Priority Debt, Percentage</link:label>
    <link:loc xlink:href="chrw-20190630.xsd#chrw_DebtInstrumentCovenantPriorityDebtPercentage" xlink:label="loc_chrw_DebtInstrumentCovenantPriorityDebtPercentage_D4B7AF8FE9EBFD654A47690CD341E5B1" xlink:type="locator" />
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    <link:label id="lab_us-gaap_DebtInstrumentRedemptionPricePercentage_304D8B8E1E04E927E062690CD3423D3A_terseLabel_en-US" xlink:label="lab_us-gaap_DebtInstrumentRedemptionPricePercentage_304D8B8E1E04E927E062690CD3423D3A" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Debt instrument, redemption price (percent)</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_DebtInstrumentRedemptionPricePercentage" xlink:label="loc_us-gaap_DebtInstrumentRedemptionPricePercentage_304D8B8E1E04E927E062690CD3423D3A" xlink:type="locator" />
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    <link:label id="lab_us-gaap_DebtInstrumentInterestRateStatedPercentage_3ED5C0598A2960FF816F690CD3425FD3_label_en-US" xlink:label="lab_us-gaap_DebtInstrumentInterestRateStatedPercentage_3ED5C0598A2960FF816F690CD3425FD3" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Debt Instrument, Interest Rate, Stated Percentage</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2019/elts/us-gaap-2019-01-31.xsd#us-gaap_DebtInstrumentInterestRateStatedPercentage" xlink:label="loc_us-gaap_DebtInstrumentInterestRateStatedPercentage_3ED5C0598A2960FF816F690CD3425FD3" xlink:type="locator" />
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    <link:label id="lab_us-gaap_LongTermDebt_5E9805749E6BE9D0E48E690CD342592A_terseLabel_en-US" xlink:label="lab_us-gaap_LongTermDebt_5E9805749E6BE9D0E48E690CD342592A" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Long-term debt</link:label>
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    <link:loc xlink:href="chrw-20190630.xsd#chrw_DebtInstrumentCovenantPercentOfPrincipalAmountOutstandingHeldByTrusteeOrHoldersThatMayDeemNotesDueAndPayable" xlink:label="loc_chrw_DebtInstrumentCovenantPercentOfPrincipalAmountOutstandingHeldByTrusteeOrHoldersThatMayDeemNotesDueAndPayable_23B7236EAE553BE0435C690CD3428355" xlink:type="locator" />
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