Exhibit 12.1



CERTIFICATION PURSUANT TO SECTION 302(a)
OF THE SARBANES-OXLEY

ACT OF 2002



I, D. Mark Bristow, certify
that:



| | 1. | I have reviewed this annual report on Form 20-F of Randgold
Resources Limited;
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| | 2. | Based on my knowledge, this report does not contain any untrue statement of a material fact or
omit to state a material fact necessary to make the statements made, in light of the circumstances under which such statements
were made, not misleading with respect to the period covered by this report;
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| | 3. | Based on my knowledge, the financial statements, and other financial information included in this
report, fairly present in all material respects the financial condition, results of operations and cash flows of the company as
of, and for, the periods presented in this report;
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| | 4. | The company’s other certifying officer and I are responsible for establishing and maintaining
disclosure controls and procedures (as defined in Exchange Act Rules 13a-15(e) and 15d-15(e)) and internal control over financial
reporting (as defined in Exchange Act Rules 13a-15(f) and 15d-15(f)) for the company and have:
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| | (a) | Designed such disclosure controls and procedures, or
caused such disclosure controls and procedures to be designed under our supervision, to ensure that material information relating
to the company, including its consolidated subsidiaries, is made known to us by others within those entities, particularly during
the period in which this report is being prepared;
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| | (b) | Designed such internal control over financial reporting,
or caused such internal control over financial reporting to be designed under our supervision, to provide reasonable assurance
regarding the reliability of financial reporting and the preparation of financial statements for external purposes in accordance
with generally accepted accounting principles;
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| | (c) | Evaluated the effectiveness of the company’s disclosure
controls and procedures and presented in this report our conclusions about the effectiveness of the disclosure controls and procedures,
as of the end of the period covered by this report based on such evaluation; and
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| | (d) | Disclosed in this report any change in the company’s
internal control over financial reporting that occurred during the period covered by the annual report that has materially affected,
or is reasonably likely to materially affect, the company’s internal control over financial reporting; and
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| | 5. | The company’s other certifying officer and I have disclosed, based on our most recent evaluation
of internal control over financial reporting, to the company’s auditors and the audit committee of the company’s board
of directors (or persons performing the equivalent functions):
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| | (a) | All significant deficiencies and material weaknesses
in the design or operation of internal control over financial reporting which are reasonably likely to adversely affect the company’s
ability to record, process, summarize and report financial information; and
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| | (b) | Any fraud, whether or not material, that involves management
or other employees who have a significant role in the company’s internal control over financial reporting.
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Date: March 30, 2015



|/s/ D. Mark Bristow     | 
|----------------------- | 
|D. Mark Bristow         | 
|Chief Executive Officer |