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If an admin is hoping to turn off the leaderboard for their salespeople, they can accomplish this by turning off market-wide account access.
Go to Administration > Customize > Sales > Market-wide Account Access and turn it off. This will hide all sales activity from other salespeople and will remove the Leaderboard.
Note: Sales Managers will still be able to see the activity of other salespeople.