Based on two samples of high quality personality data for chief executive officers (CEOs), we use linguistic features extracted from conference calls and statistical learning techniques to develop a measure of CEO personality in terms of the Big Five traits: agreeableness, conscientiousness, extraversion, neuroticism, and openness to experience. These personality measures have s..