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Preheat oven to 325°F. Lightly grease and flour a 12-cup bundt pan. Sprinkle 1/4 cup pecans in pan.
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In a large bowl using an electric mixer on high speed, beat butter and sugar until light and fluffy.
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Add eggs, one at a time, beating well after each addition. Add vanilla and mix well.
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It is important for this cake to measure the flour using the spoon and sweep method. Use a spoon to fill measuring cup with flour then level off by sweeping across with a flat edge. Scooping measuring cup directly from flour container will firmly pack it resulting in too much flour.
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Whisk together flour, baking powder, and salt.
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Add flour mixture in three additions, alternately with bananas in two additions, mixing on low speed until just combined. Do not over-mix.
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Stir in remaining pecans.
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Pour batter into prepared pan. Bake for 1 1/2 hours or until a toothpick or cake tester inserted in the center comes out clean.
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Cool cake in pan for 15 minutes. Remove cake from pan and cool completely on a wire rack.