Top insurance executives are in third place among industry sectors for total compensation packages, but without stock considerations their cash paychecks are the biggest, a survey has found.

According to The Conference Board, the highest median total compensation was recorded for utilities CEOs ($3.9 million), followed by food and tobacco ($3.8 million), and insurance ($3.2 million), with construction a close fourth.

The group said its research found that chief executive officers of the largest companies actually have a substantial amount of "skin in the game" when the amount of their pay tied to their company's stock is considered.

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