Exhibit 23

Consent of Independent Registered Public Accounting Firm

We consent to the incorporation by reference in the following Registration Statements:

(1) Registration Statement (Form S-8 No. 333-51741) pertaining to the Harley-Davidson, Inc. Director Stock Plan;

(2) Registration Statement (Form S-8 No. 333-123405) pertaining to the Harley-Davidson, Inc. 2004 Incentive Stock Plan;

(3) Registration Statement (Form S-8 No. 333-166549) pertaining to the Harley-Davidson, Inc. 2009 Incentive Stock Plan;

(4) Registration Statement (Form S-8 No. 333-171813) pertaining to the Harley-Davidson, Inc. Stock Purchase Plan;

(5) Registration Statement (Form S-8 Nos. 333-181761) of Harley-Davidson, Inc. pertaining to the Harley-Davidson Retirement Savings Plan for Salaried Employees, the Harley-Davidson Retirement Savings Plan for Milwaukee and Tomahawk Hourly Bargaining Unit Employees, the Harley-Davidson Retirement Savings Plan for Kansas City Hourly Bargaining Unit Employees, and the Harley-Davidson Retirement Savings Plan for York Hourly Bargaining Unit Employees; and

(6) Registration Statement (Form S-8 No. 333-199972) pertaining to the Harley-Davidson, Inc. 2014 Incentive Stock Plan

of our reports dated February 28, 2019, with respect to the consolidated financial statements and schedule of Harley-Davidson, Inc. and the effectiveness of internal control over financial reporting of Harley-Davidson, Inc., included in this Annual Report (Form 10-K) of Harley-Davidson for the year ended December 31, 2018.

/s/ Ernst & Young LLP

Milwaukee, Wisconsin

February 28, 2019