The song "You Are My Sunshine" by Jimmie Davis was not written until 1939 and not recorded and released until 1940. The calendar at the radio station puts the year at 1937, three years too early. The filmmakers knew this.
When Everett and gang enter the radio station, he asks, "Who's the honcho around here?" The word "honcho" is taken from the Japanese 'Hancho', which means "group leader," and did not become an English expression until GI's brought it back from the Pacific war. Its first recorded use in the U.S. is in 1947, many years after this movie's timeframe.
During the Soggy Bottom Boys' performance near the end, the bassist can clearly be shown playing an all metal set of strings. Metal strings for an upright bass were not available until the '60s. The correct material would be gut (more commonly known as catgut) which is brown in color and slightly translucent. Gut strings are very important to the sound of traditional bluegrass and country music.
There is a very heavy focus on the use of the Confederate Battle Flag at the KKK rally. However, the association of the KKK (and racists in general) with the "Rebel" flag grew out of the Civil Rights conflict of the 1960s. During the Twenties and Thirties, the peak of KKK membership, only the U.S. flag was represented at KKK rallies, even in Mississippi.
When Everett and Delmar are eating at the restaurant, Everett orders the restaurant's "finest bottle of bubbly wine." Though Prohibition was repealed nationally in 1933, Mississippi still prohibited the sale of alcohol until 1966.
In the movie theater (and elsewhere) the guards are shown holding Remington 870 shotguns, which were introduced in the early '50s. It would be more accurate to show them holding Winchester Model 12s or maybe Ithaca 37s.
Baby Face Nelson asks whether Ulysses, Pete, and Delmar know their way around a Walther PPK. While the PPK was produced in Germany starting in 1929, it didn't gain a market in the US until after WWII, and sales only really took off after the introduction of the James Bond movies in 1962. Bank robbers of the 1920s and '30s generally preferred American-made pistols, like the Browning 1903 or the Colt 1911.
The group singing "Keep on the Sunny Side" at the rally is prominently accompanied by a Dobro (a resonator guitar) being played with a slide... but there is none to be seen. There are other people on stage, but it becomes clear that none of them has an instrument.
During the café scene, Big Dan's lips don't match his words when he's talking about how he sells Bibles. You can see this clearly when the camera faces Everett, just as Big Dan says, "From Genesis on down to the book of Revelation."
When Ulysses, Pete and Delmar wind up their recording of "Man of Constant Sorrow", but before the guitar fades out, Ulysses lets out a loud whoop. Since the recording was direct to disk, this would have effectively ruined the ending of the recording and necessitated another take.
The scenes before and after the flood must only be one or two minutes apart, as they were able to hold their breath and not drown. But before the flood it is very sunny (strong shadows), and after the flood the sky is a hazy white (no shadows).
After the flood, Everett, Delmar, and Pete find themselves drifting on the coffin. You can tell that they are either are being pulled/pushed up stream or they are not moving at all; the debris and broken trees are floating downstream pass them as they converse.
When the car breaks down following their escape from the burning shed and they tell the kid to go on back home to his Pa, he walks off in the direction the car was going which would of course been the opposite direction from where the boy lived.
When Pete is being whipped for information, one of the posse members throws a rope and noose over a naked tree-branch. The noose then dangles in Pete's face. But there should already be another rope over that branch, as Pete is clearly being suspended by his tied hands, and that's the only overhead spot where it could be attached.
When Everett and the boys arrive at the town to find his daughters singing in the election rally, his moustache is visible when he is talking to Pete and Delmar, but when he goes over to talk to his daughters it disappears, and then reappears in the following scene
When Delmar runs to be baptized, he cuts in front of a bald man at the front of the left-hand line. The shot changes, and when it returns, the bald man has disappeared as Delmar is being baptized, and the two women who were second and third in line have moved to the front.
During his argument with his son about the campaign, Pappy's dinner plate changes positions several times. At times it is directly in front of him, while other times it is clearly off to his left side.
When the boys pull up to the radio station to record their song, the car is parked parallel to the building. In the following scene, when they get out of the car, it is parked facing away from the building.
When Pappy is talking with his employees after Big Dan, Everett, and Delmar leave the restaurant, the orange on his plate changes from shot to shot; it goes from being cut cleanly on the top to being cut serrated-style.
When the blind man arrives following the passing train the caboose can be seen on the tracks just ahead. After the three escapees jump on the moving handcar the camera pans to the track ahead and no train can be seen.
When the guys come out of the recording studio after recording "Man of Constant Sorrow" Delmar is covered in a white powder, but when they go in and while recording the song he is not. Also, while they boys are walking down the road before Baby Face Nelson picks them up, Delmar is again covered in the same white powder, but is not after they get into the car.
When Pappy O'Daniel and his staffer, who refers to him as "Daddy" are talking about the 'reform candidate,' the staff members left hand changes locations on his face between shots of him front and back.
In the overhead shot of people walking into the river from behind them, the preacher and the person being baptized are deep in a tree shadow. When Delmar emerges some the same place and declares that the "preacher has washed his sins away", the shadow has moved several feet away from the preacher.
When Big Dan (John Goodman) beats up Delmar (Tim Blake Nelson) the blood on Delmar's face changes. It is already dried up and reaches down to his jaw just a few seconds later when the camera shows Delmar on the ground. A few seconds later the blood is a bit wet and spread out more above the lip. After Big Dan passes him, the blood is dried up again and only reaches to his lip, not his jaw.
When Delmar and Ulysses help Pete escape from prison again, Pete is in traditional prison garb. Later, they find the Klan rally and steal the Color Guards' clothes. After that, at the Soggy Bottom boys' performance, he is wearing new clothes. Although these clothes could have been from the Color Guard, it doesn't seem like he would have enough time to put them on before saving Tommy, and Delmar and Ulysses didn't seem to be carrying extra clothes on them.
When Pappy O'Daniel is yelling at his son on the porch about his suggestion of getting a smaller midget than Homer Stokes', his head is turned towards his son, in the shot immediately after his head is facing forward.
Early in the film, while Everett, Pete, and Delmar are trying to reach the treasure that Everett has hidden, it's mentioned that they have only four days to reach it before it's flooded by the Tennessee Valley Authority. However, there are at least six different night scenes from that point until the scene in which the flooding takes place.
Baby Face Nelson is driving his car down the road, before approaching Everett, Pete, and Delmar. When he goes over a large bump in the road, a person can be seen in the back seat (with arms flailing) while Nelson is supposed to be the only person in the car.
While Everett eats some stolen pie, he throws his newspaper into the fire. As the first page of the newspaper burns away to reveal the second page, a piece of masking tape is visible attached to the left side of the second page. The tape holds the second page flat enough that it doesn't burn or curl quickly, so that movie viewers can read the second-page headline, "Soggy Bottom Boys A Sensation - But Who Are They?"
The real W. Lee "Pappy" O'Daniel had no presence in the politics of Mississippi (where, until 1975, incumbent governors were not allowed to run for reelection anyway). He was a Texas flour salesman who became a regional radio personality (as host of broadcasts of Bob Wills and the Light Crust Doughboys), then used that as a platform to launch himself into Texas politics, becoming governor, then Senator. The filmmakers knew this.
In the first action scene, boarding a running train, Delmar is chained between Pete (still running alongside train, 8 mph) and Everett standing in car. Pete falls and drags pulling Delmar and Everett off the train. Thank goodness, for the entire story, Delmar's legs are not quartered medieval-style as all three are dragged off the train.
When the escapees suddenly realize that large numbers of Christian congregants are walking by them singing, it comes as a surprise; this could be because they walked from the church to the river, and so arrived fairly quietly.
In the movie theatre, clearly posted above each door is a modern red-lit EXIT sign, however at the time movie films were printed on Nitrate film which is highly flammable, and because of tragedies caused by the film catching fire, movie theaters were one of the first places where illuminated EXIT signs were required by law.
When the convicts are met by Hogwallop's gun-toting little boy, the kid brags that he "nicked the census taker." It's 1937, and the census is taken in decade years, so where would a boy that young have even seen a census taker, let alone shot at one?
Ulysses explains after the flood that his house is in the valley that has been turned into a lake to generate hydro-electric power. But the lake side of a dam will fill up very slowly. What has been depicted is the sort of flash flood one would expect downstream after a dam breaks.
In the opening scene, two long strings of prisoners are chained together and hammering at large white rocks on either side of a remote dirt road in a flat field. The rocks and workers have obviously have been brought to that remote location, but there's no earthly reason why those rocks should be lining the road the way we see them.
There should be insulators on the transmitting tower at the radio station, but they are clearly not present on the tower shown in the film. In 1937 Mississippi, the station would be AM medium wave or shortwave, which would require insulators somewhere on the tower.
The goof item below may give away important plot points.
When the crowd is escorting Baby Face Nelson to the electric chair, two musicians are playing. One is playing the fiddle, the other a mandolin. However, the music we hear is that of a fiddle and guitar.