In 2006, University of California at Davis psychology professor Dean Simonton completed a comprehensive study examining the "intellectual brilliance" of 42 US presidents.
The top 15 who appear on this list were compiled by Libb Thims — an American engineer who compiles high IQ scores as a hobby — using the results of Simonton's study.
Because IQ scores weren't available for all of the presidents, Simonton estimated their scores based on certain personality traits noted in their biographies that would indicate a higher-than-average level of intelligence, such as "wise," "inventive," "artistic," "curious," sophisticated," "complicated," and "insightful."
Simonton then gave each president a score based on his personality traits, which he then interpreted as a measure of the chief executives' "Intellectual Brilliance."
See the top 15 smartest presidents in the gallery below:
Smartest U.S. Presidents
Smartest U.S. Presidents
15. Franklin Pierce
Franklin Pierce was the 14th president and served between 1853 and 1857. By Simonton's estimates, Pierce had an IQ of 141.
After graduating from Bowdoin College, Pierce was elected to the New Hampshire legislature at the age of 24 and became its speaker two years later.
(Photo by Stock Montage/Stock Montage/Getty Images)
14. John Tyler
John Tyler served as the 10th US president after his predecessor, William Henry Harrison, died in April 1841.
Tyler attended the College of William and Mary and studied law. Although he had an (estimated) IQ of 142, his peers often didn't take him seriously because he was the first vice president to become president without having been elected.
Despite his detractors, Tyler passed a lot of positive legislation throughout his term, including a tariff bill meant to protect northern manufacturers.
13. Millard Fillmore
Millard Fillmore was the 13th president and the last Whig president.
He had an IQ of 143, according to Simonton's estimates, and lived the quintessential American dream. Born in a log cabin in the Finger Lakes country of New York in 1800, Fillmore became a lawyer in 1823 and was elected to the House of Representatives soon after.
When Zachary Taylor died, Fillmore was thrust into the presidency, serving from 1850 to 1853.
(Photo by The Print Collector/Print Collector/Getty Images)
12. Franklin D. Roosevelt
Franklin Delano Roosevelt took office during the Great Depression, serving an unprecedented four terms as the nation's 32nd president from 1933 from 1945.
With an estimated IQ of 146, Roosevelt attended Harvard University and Columbia Law School before entering politics as a Democrat and winning election to the New York Senate in 1910.
Roosevelt was diagnosed with polio in 1921 but that didn't stop him from winning the presidency in 1932. He's perhaps best remembered for his New Deal program, a sweeping economic overhaul enacted shortly after he took office that aimed to bring recovery to businesses and provide relief to the unemployed.
(REUTERS/Library of Congress/Handout)
11. Abraham Lincoln
braham Lincoln became the country's 16th president in 1861, shortly before the outbreak of the American Civil War.
The son of a Kentucky frontiersman, Lincoln worked on a farm and split rails for fences while teaching himself to read and write. He had an IQ of 148, according to Simonton's estimates, and was the only president to have a patent after inventing a device to free steamboats that ran aground.
He is best remembered for keeping the Union intact during the Civil War, and for his 1863 signing of the Emancipation Proclamation that forever freed slaves within the Confederacy.
(AP Photo/W.A. Thomson, File)
10. Chester Arthur
Chester Arthur succeeded James Garfield as America's 21st president after Garfield was assassinated in 1881. He had an IQ of 148, according to Simonton's estimates.
Arthur graduated from Union College in 1848 and practiced law in New York City before being elected vice president on the Republican ticket in 1880.
When he assumed the presidency a little over a year later, he distinguished himself as a reformer and devoted much of his term to overhauling the civil service.
(Photo by: Universal History Archive/UIG via Getty Images)
9. James Garfield
James Garfield was the 20th US president, serving for less than a year before being assassinated in 1882.
A graduate of Williams College, Garfield had an IQ of 148, according to Simonton's estimates. Although his presidency was short, Garfield had a big impact. He re-energized the US Navy, did away with corruption in the Post Office Department, and appointed several African-Americans to prominent federal positions, according to White House records.
He was assassinated by Charles J. Guiteau on July 2, 1881, just 200 days after taking office.
(Photo by: Liverani/Andia/UIG via Getty Images)
8. Theodore Roosevelt
Theodore Roosevelt became the 26th and youngest president in the nation's history at the age of 43. He had an IQ of 149, according to Simonton's estimates.
Roosevelt graduated Phi Betta Keppa from Harvard in 1880, according to the White House. He then went to Columbia to study law, which he disliked and found to be irrational. Instead of studying, he spent most of his time writing a book about the War of 1812.
Roosevelt dropped out to run for public office, ultimately becoming a two-term President best known for his motto, "Speak softly and carry a big stick."
(REUTERS/Library of Congress)
7. Woodrow Wilson
Woodrow Wilson was the 28th president and leader of the Progressive Movement. He had an estimated IQ of 152.
Wilson was the president of Princeton University from 1902 to 1910 before serving as the governor of New Jersey from 1911 to 1913. After he was elected President, Wilson began pushing for anti-trust legislation which culminated in the signing of the Federal Trade Commission Act in September 1914.
He is perhaps best remembered for his speech, "Fourteen Points," which he presented to Congress towards the end of World War I. The speech articulated Wilson's long-term war objectives, one of the most famous being the establishment of a League of Nations — a preliminary version of today's United Nations.
(Photo by: Liverani/Andia/UIG via Getty Images)
6. Jimmy Carter
James Earl "Jimmy" Carter, Jr. served as the 39th president of the US from 1977 to 1981. He won the Nobel Peace Prize in 2002 for his work in advancing human rights around the world and has an IQ of 153 by Simonton's estimates.
Carter graduated from the Naval Academy in 1946 and was elected Governor of Georgia in 1970. After he was elected president — beating Gerald Ford by 56 electoral votes — he enacted a number of important policies throughout his four years, including a national energy policy and civil service reform.
(Photo by Hulton Archive/Getty Images)
5. James Madison
Hailed as one of the fathers of the Constitution, James Madison had an IQ of 155, according to Simonton's estimates.
Madison graduated from what is now Princeton University in 1771 and went on to study law. He collaborated with fellow Federalists Alexander Hamilton and John Jay to produce the Federalist Papers in 1788. Madison also championed and co-authored the Bill of Rights during the drafting of the Constitution, and served as Thomas Jefferson's Secretary of State from 1801–1809.
(REUTERS/National Portrait Gallery/Handout)
4. Bill Clinton
William Jefferson "Bill" Clinton was the 42nd President, serving from 1993-2001. He has an IQ of 156 by Simonton's estimates.
After graduating from Georgetown, winning a Rhodes Scholarship to Oxford University, and earning a law degree from Yale in 1973, Clinton was elected governor of Arkansas in 1978.
He went on to win the presidency with Al Gore as his running mate in 1992 and is perhaps best remembered for his efforts brokering peace in Ireland and the Balkans.
(Photo credit should read AFP/AFP/Getty Images)
3. John F. Kennedy
John Fitzgerald Kennedy was the 35th president of the US, serving less than 3 years before he was assassinated in 1963. He had an IQ of 158, according to Simonton's estimates.
Kennedy graduated from Harvard in 1940 and joined the Navy shortly thereafter, suffering grave injuries while serving in World War II.
He was elected president in 1960 and gave one of the most memorable inaugural addresses in recent memory, saying, "Ask not what your country can do for you — ask what you can do for your country."
He is perhaps best remembered for his successful fiscal programs which greatly expanded the US economy and his push for civil rights legislation that would enhance equal rights.
(Photo by Jochen Blume via Getty Images)
2. Thomas Jefferson
Thomas Jefferson was an American Founding Father and served as the country's third president between 1801–1809. He had an IQ of 160, according to Simonton's estimates.
Jefferson graduated from the College of William and Mary before going on to study law. He was a notably bad public speaker, according to White House records. He reluctantly ran for president after gradually assuming leadership of the Republican party.
As a staunch federalist and advocate of states' rights, Jefferson strongly opposed a strong centralized Government. One of his first policy initiatives after becoming President was to eliminate a highly unpopular tax on Whiskey.