There are obvious biases in the selection of Best Picture winners by the Academy. (Biases related to acting roles or characters are discussed in the Best Actor and Best Actress sections.) Films not considered to have the stature of a Best Picture are often not nominated.

For example, most foreign-made or foreign-language potential nominees for Best Picture have usually been relegated to the Best Foreign Language Film category, a newly-formed category for non-English speaking films that was first awarded for 1956 films (at the 1957 Academy Awards ceremony).

Since then, only a few foreign-language or foreign-made films have earned a Best Picture nomination: Z (1969, Fr./Alg.), The Emigrants (1971/72, Swe.), Cries & Whispers (1972, Swe.), Il Postino (1994, It.), Life Is Beautiful (1997, It.), Crouching Tiger, Hidden Dragon (2000, Taiwan/HK), Amour (2012, Fr.), Roma (2018, Mex.), Parasite (2019, S. Korea) and Drive My Car (2021, Jp.).

Least Likely to Be Nominated (or Win) for Best Picture:

Action-adventures, family-oriented animation, popular "popcorn" movies, suspense-thrillers, science-fiction, 'superhero' films, horror, comedies (including teen comedies), Westerns, foreign-language films, and spy thrillers are mostly overlooked, as are independent productions and children's films (although there have been a few exceptions).

Other Factors That Make It More Likely For a Film to Receive a Nomination:

The release date of the film (late in the year is best), whether or not it was distributed by a major studio, and whether the actors, writers, and directors of the film have previous Oscar nominations. Another factor is the theme or content of the film -- which is represented by the film's genre and its major plot keywords (such as "Pulitzer Prize-winning" or "family tragedy" or "race relations").

The first (and only) silent film to win 'Best Picture' was Wings (1927/28).

The second, a modern-day mostly-'silent' film (a co-French and US production) with a soundtrack, The Artist (2011, Fr./US), also won Best Picture.

Science-fiction films don't win the Best Picture award, although they have often dominated in the Visual and Special Effects and other technical categories in recent years, and often veer toward dramatic thrillers.

Everything Everywhere All at Once (2022) is considered the first bona fide science-fiction film to be awarded Best Picture.

There have only been a few nominated science-fiction films before 2009 - and none of them have won the top prize:

• A Clockwork Orange (1971)
• Star Wars (1977)
• E.T.: The Extra-Terrestrial (1982)

2001: A Space Odyssey (1968, UK) was not even nominated for Best Picture.

Then, it was unheard of that two science-fiction films were nominated for Best Picture in 2009 (although there were 10 nominees):

• District 9 (2009)
• Avatar (2009)

Some would also include these pre-2009 films: hybrids of sci-fi films:

• The Lord of the Rings: The Return of the King (2003), an epic fantasy
• The Curious Case of Benjamin Button (2008), a dramatic fantasy

Other sci-fi films nominated since 2009 have included these few, although some purists would not include all of them:

• Inception (2010)
• Gravity (2013)
• Her (2013)
• Mad Max: Fury Road (2015)
• The Martian (2015)
• Arrival (2016)
• Everything Everywhere All at Once (2022)

Some have claimed that Best Picture-winner The Shape of Water (2017) was a sci-fi film, but it was really a romantic fantasy.

Recently, so-called "superhero" films (often massive blockbusters) have rarely been Best Picture nominees (i.e., Black Panther (2018)), and have mostly been relegated to technical and Visual/Special Effects categories, where they have found some success and Oscar wins.

The most frequent Best Picture nominee and winner category has been the category of drama (many have also been social-issue films), with many 'pure' examples noted here:

• Grand Hotel (1931/32)
• Cavalcade (1932/33)
• How Green Was My Valley (1941)
• The Lost Weekend (1945)
• The Best Years of Our Lives (1946) - a wartime drama
• Gentleman's Agreement (1947)
• Hamlet (1948) - an historical drama
• All the King's Men (1949)
• All About Eve (1950)
• On the Waterfront (1954)
• Marty (1955) - a romantic drama
• A Man For All Seasons (1966) - an historical drama
• Midnight Cowboy (1969)
• One Flew Over the Cuckoo's Nest (1975)
• Kramer vs. Kramer (1979)
• Ordinary People (1980)
• Chariots of Fire (1981, UK) - a sports drama
• Terms of Endearment (1983) - (drama/serio-comedy)
• Rain Man (1988)
• Driving Miss Daisy (1989) - (drama/serio-comedy)
• Forrest Gump (1994) - a romantic drama
• American Beauty (1999) - (drama/serio-comedy)
• Million Dollar Baby (2004) - a sports drama
• Crash (2005)
• Argo (2012)
• 12 Years A Slave (2013)
• Spotlight (2015)
• Moonlight (2016)
• Nomadland (2020)

It has been rare that light comedy films win the Best Picture Oscar. The following have been the only 'comedies' that have won Best Picture:

• It Happened One Night (1934)
• You Can't Take It With You (1938)
• Going My Way (1944) - a musical comedy
• Tom Jones (1963, UK) - an historical epic/comedy
• The Sting (1973)
• Annie Hall (1977)
• The Artist (2011, Fr./US)

There are other borderline or hybrid-comedies (mixed with serious dramatic elements, known as serio-comedy) that have won Best Picture, including:

• The Apartment (1960)
• Terms of Endearment (1983)
• Driving Miss Daisy (1989)
• Shakespeare in Love (1998)
• American Beauty (1999)
• Birdman or (The Unexpected Virtue of Ignorance) (2014) - a romantic comedy-drama
• Green Book (2018) - a hybrid dramedy

Films inspired by real-life individuals (especially when they face adversity) usually do very well in terms of nominations, and often win - especially if they are of epic proportion or are intense character studies.

Often they are combined with other genre categories: there are musical biopics, historical or epic biopics, dramatic biopics, war biopics, etc.

Biopic winners of the Best Picture Academy Award have included:

• The Great Ziegfeld (1936) - a musical biopic
• The Life of Emile Zola (1937) - the first true biopic winner
• Lawrence of Arabia (1962)
• A Man for All Seasons (1966) - an historical-literary biopic
• Patton (1970) - a war biopic
• Chariots of Fire (1981) - a sports-drama biopic
• Gandhi (1982) - an historical-epic biopic
• Amadeus (1984) - a musical biopic
• Out of Africa (1985)
• The Last Emperor (1987) - an historical-epic biopic
• Braveheart (1995) - an historical-epic biopic
• A Beautiful Mind (2001)
• The King's Speech (2010)
• Green Book (2018) - a biographical drama (or dramedy)

Long (well over 120 minutes), historical epics with big budgets and grand, large-scale production values have often been chosen as Best Picture, including:

• Mutiny on the Bounty (1935) - an adventure epic
• Gone With the Wind (1939)
• The Greatest Show on Earth (1952) - an adventure epic
• Ben-Hur (1959)
• Lawrence of Arabia (1962) - a biopic epic
• A Man for All Seasons (1966) - a literary epic
• The Godfather (1972) - a crime epic
• The Godfather Part II (1974) - a crime epic

Recent winners among epics have included:

• Gandhi (1982)
• Out of Africa (1985)
• The Last Emperor (1987)
• Schindler's List (1993)
• Forrest Gump (1994)
• Braveheart (1995)
• The English Patient (1996)
• Titanic (1997)
• Gladiator (2000)
• Oppenheimer (2023)
  

War films, either epics or intimate dramas related to war-time, have done very well in Academy history.

The Best Picture war-themed winners have included:

• Wings (1927/28)
• All Quiet on the Western Front (1929/30)
• Mrs. Miniver (1942) - a war drama
• Casablanca (1942/43)
• The Best Years of Our Lives (1946) - a war drama
• From Here to Eternity (1953) - a war drama
• The Bridge on the River Kwai (1957) - a war adventure
• Patton (1970) - a war biopic
• The Deer Hunter (1978)
• Platoon (1986)
• Schindler's List (1993)
• The Hurt Locker (2009)

Musical Best Picture winners are semi-rare and have included only the following ten films (with the total number of Oscars in parentheses):

• The Broadway Melody (1928/29) (1), and the first sound film to win Best Picture
• The Great Ziegfeld (1936) (3)
• Going My Way (1944) (7), a hybrid musical/comedy/drama
• An American in Paris (1951) (6)
• Gigi (1958) (9)
• West Side Story (1961) (10), noted for having the most Academy Oscar wins of any movie musical
• My Fair Lady (1964) (8)
• The Sound of Music (1965) (5)
• Oliver! (1968) (5)
• Chicago (2002) (6), winning after a 34 year gap between musicals that have won Best Picture

There were five musical Best Picture winners between 1958 and 1968. Four of the ten Best Pictures in the 1960s were musicals (all based on previous Broadway hits).

The musical to receive the most nominations was La La Land (2016) at 14 nominations - with six wins (but not Best Picture), followed by 13 nominations for Chicago (2002) -- with six wins, including Best Picture and Best Supporting Actress.

A very small number of pure adventure (or action) films have ever been voted as Best Picture, including:

• Mutiny on the Bounty (1935) - an historical-adventure
• The Greatest Show on Earth (1952)
• Around the World in 80 Days (1956)
• Dances With Wolves (1990), a western-adventure film
• Titanic (1997), a multi-hybrid, an action-adventure epic, as well as a disaster film and historical romance

Conversely, lots of action-adventure nominees/losers in the Best Picture category have included:

• The Adventures of Robin Hood (1938)
• The Treasure of the Sierra Madre (1948)
• Airport (1970)
• Deliverance (1972)
• The Towering Inferno (1974)
• Jaws (1975)
• Raiders of the Lost Ark (1981)
• The Right Stuff (1983)
• The Mission (1986)
• The Fugitive (1993)
• Apollo 13 (1995)
• Master and Commander: The Far Side of the World (2003)
• Mad Max: Fury Road (2015)
• The Revenant (2015)

Although it has mostly been classified as a thriller and crime-drama, Jonathan Demme's film may take the claim of being the only 'horror' movie to win Best Picture:

• The Silence of the Lambs (1991)

The first true horror movie to be nominated for a Best Picture Academy Award was:

• The Exorcist (1973)

It's amazing that a tremendous number of seminal horror-thriller films, including Frankenstein (1931), Bride of Frankenstein (1935), Cat People (1942), Psycho (1960), The Birds (1963), The Haunting (1963), Rosemary's Baby (1968), The Texas Chainsaw Massacre (1974), Carrie (1976), The Omen (1976), Halloween (1978), Alien (1979), The Shining (1980), Poltergeist (1982), A Nightmare on Elm Street (1984), The Fly (1986), and Misery (1990) - among others, were NOT nominated for Best Picture. [Note: Some of the above did receive nominations in other Oscar categories, with some winners among them.]

In terms of the thriller genre category, there were no pure thrillers that were awarded Best Picture.

• Hitchcock's first US film and Best Picture winner Rebecca (1940) may be counted as the only winning suspense-thriller, although it has also been mostly classified as a romantic-drama plus mystery film.
• No Country For Old Men (2007) was a winning dramatic western crime-thriller.
• Ben Affleck's Argo (2012) was a suspenseful, historical docu-drama political thriller.
• And Best Picture-winning Parasite (2019, S. Korea) was a psychological thriller, twisting drama and dark comedy.

Best Picture nominees in the suspense-thriller (and/or horror) genre have included:

• Suspicion (1941)
• Gaslight (1944)
• Spellbound (1945)
• The Exorcist (1973)
• Jaws (1975)
• Fatal Attraction (1987)
• The Sixth Sense (1999)
• Black Swan (2010) (a possibility)
• Get Out (2017)
  

There have been only a few crime films (all hybrids) that have won Best Picture:

• In the Heat of the Night (1967) - a crime/mystery (detective) drama
• The French Connection (1971) - both a crime film and action-thriller
• The Godfather (1972) and The Godfather, Part II (1974) - the two Francis Ford Coppola crime/drama gangster sagas/epics
• The Departed (2006), a violent crime-drama-thriller

Notable Best Picture-nominated crime films (often considered dramas) have included:

• The Racket (1928)
• Alibi (1928/29)
• I Am a Fugitive From a Chain Gang (1932/33)
• Dead End (1937)
• The Maltese Falcon (1941)
• Bonnie And Clyde (1967)
• Chinatown (1974)
• Dog Day Afternoon (1975)
• Midnight Express (1978)
• Atlantic City (1981)
• Prizzi's Honor (1985)
• Mississippi Burning (1988)
• The Godfather: Part III (1990)
• GoodFellas (1990)
• Bugsy (1991)
• The Crying Game (1992)
• The Fugitive (1993)
• Pulp Fiction (1994)
• Fargo (1996)
• L.A. Confidential (1997)
• Traffic (2000)
• Mystic River (2003)

Mysteries, and especially the nihilistic subgenre of film noir, do not win Best Picture. Only one murder-mystery film has ever won Best Picture, although it was really a hybrid crime-drama-thriller and civil-rights social issue film:

• In the Heat of the Night (1967)

Two of Hitchcock's suspenseful Best Picture-nominated, noirish, romantic mystery thrillers were:

• Suspicion (1941)
• Spellbound (1945)

Many other film noirish mysteries, thrillers and dramas have been nominated for Best Picture, although a number of them are composite hybrids, including:

• The Thin Man (1934) - a crime-mystery comedy
• Citizen Kane (1941) - a mystery drama
• The Maltese Falcon (1941) - a film noir detective mystery
• Double Indemnity (1944) - a noirish crime drama
• Gaslight (1944) - a film-noirish mystery-crime thriller
• Witness for the Prosecution (1957) - a courtroom mystery-crime drama
• Anatomy of a Murder (1959) - a courtroom mystery-crime drama
• Z (1969, Fr./Alg.) - an historical mystery-crime-thriller drama
• Chinatown (1974) - a neo-noirish detective crime mystery
• JFK (1991) - an historical mystery-thriller and drama
• L.A. Confidential (1997) - a dramatic mystery-crime-thriller
• The Sixth Sense (1999) - a mystery-thriller and drama
• Gosford Park (2001) - a dramatic comedy mystery
• Mystic River (2003) - a dramatic mystery-crime-thriller
• Michael Clayton (2007) - a dramatic mystery-crime-thriller

Crime-mysteries and film noirs often tend to do exceedingly well in the artistic performance categories (acting, writing, and directing) despite not earning Best Picture nominations. Seven prime examples have included:

• Laura (1944)
• The Third Man (1949)
• Rear Window (1954)
• Murder on the Orient Express (1974)
• The Usual Suspects (1995)
• Memento (2000)
• The Constant Gardener (2005)

Only four Westerns have won the highest honor:

• Cimarron (1930/31)
• Dances With Wolves (1990)
• Unforgiven (1992)
• No Country For Old Men (2007) - a dramatic western crime-thriller

There have only been nineteen other nominated Westerns (in addition to the winners) for Best Picture, although many were hybrids. Many would not consider some of these films as ' true' westerns:

• In Old Arizona (1928) - a romance western
• Viva Villa! (1934) - a biopic western
• Ruggles of Red Gap (1935) - a comedy romance in a western setting
• Stagecoach (1939)
• The Ox-Bow Incident (1943) - a dramatic western
• The Treasure of the Sierra Madre (1948) - an adventure western
• High Noon (1952)
• Shane (1953)
• Seven Brides for Seven Brothers (1954) - a musical western
• Friendly Persuasion (1956) - an historical western drama
• Giant (1956) - an epic, dramatic western
• The Alamo (1960)
• How the West Was Won (1963)
• Butch Cassidy and the Sundance Kid (1969) - a biographical crime-western with some comedy
• Brokeback Mountain (2005) - a romantic drama in a western setting
• True Grit (2010)
• Django Unchained (2012)
• The Revenant (2015) - a dramatic adventure western
• Hell or High Water (2016) - a crime drama in a western setting

The Lord of the Rings: The Return of the King (2003) has been the first (and only) true fantasy film to win Best Picture.

Also, the whimsical fantasy romantic-drama (hybrid) The Shape of Water (2017) has also won Best Picture.

Fantasy-adventures rarely win the Best Picture award, although they have often dominated in the Visual and Special Effects technical categories in recent years.

Many fantasy Best Picture nominees (some were hybrids) have lost, including:

• A Midsummer Night's Dream (1935)
• Lost Horizon (1937)
• The Wizard of Oz (1939)
• Here Comes Mr. Jordan (1941)
• Heaven Can Wait (1943)
• It's A Wonderful Life (1946)
• Dr. Strangelove, Or: (1964)
• A Clockwork Orange (1971)
• Heaven Can Wait (1978)
• E.T.: The Extra-Terrestrial (1982)
• The Green Mile (1999)
• The Lord of the Rings: The Fellowship of the Ring (2001)
• The Lord of the Rings: The Two Towers (2002)
• The Curious Case of Benjamin Button (2008)
• Hugo (2011)
• Life of Pi (2012)

Before 2001, the only animated film nominated for Best Picture was:

• Disney's Beauty and the Beast (1991)

After the creation of the Best Animated Feature category in 2001, Beauty and the Beast (1991) was predicted to be the ONLY animated film ever nominated for Best Picture, until two other animations were also nominated for Best Picture:

• Up (2009) - the first animated film to receive a Best Picture nomination since animated films received their own category in 2001; it was also the first computer (or CG)-animated film to be Best Picture-nominated
• Toy Story 3 (2010)

Winning films in this category of films are often huge blockbusters.

These are G-rated films specifically made for young kids (they are often appropriate for families and adults too). Often, they are nominated (or win) for various music-related categories..

They are rarely taken seriously, and therefore not often nominated for Best Picture, with the following exceptions:

• Skippy (1930/31)
• The Wizard of Oz (1939)
• The Yearling (1946)
• Miracle on 34th Street (1947)
• Mary Poppins (1964)
• Doctor Dolittle (1967)
• E.T.: The Extra-Terrestrial (1982)
• Babe (1995)

Only a small number of sports/drama films have even received a nomination for Best Picture, let alone a Best Picture Oscar.

Only three sports films (all dramas as well) have won Best Picture in Oscar history:

• Rocky (1976)
• Chariots of Fire (1981, UK)
• Million Dollar Baby (2004)

Others that have received Best Picture nominations have included:

• The Champ (1931/32)
• The Pride of the Yankees (1942)
• The Hustler (1961)
• Heaven Can Wait (1978)
• Breaking Away (1979)
• Raging Bull (1980)
• Field of Dreams (1989)
• Jerry Maguire (1996)
• Seabiscuit (2003)
• The Fighter (2010)
• Moneyball (2011)

Pure love stories (not including musicals) which often have strong romantic subplots are popular Best Picture winners and nominees during escapist periods in American history, such as the Depression Era and World War II, the 50's, and at the turn of the modern century. There are many examples of both romances and romantic comedies that have been nominated for Best Picture.

Romance films (often hybrids with dramas or other categories) that have won Best Picture have included:

• Gone With the Wind (1939)
• Rebecca (1940) - a Gothic romance
• Mrs. Miniver (1942)
• Casablanca (1942/43)
• Marty (1955) - a romantic drama
• Out of Africa (1985)
• Forrest Gump (1994) - a romantic drama
• The English Patient (1996)
• Titanic (1997)
• Shakespeare in Love (1998)
• Slumdog Millionaire (2008)

Light romantic comedies that have won Best Picture have included:

• It Happened One Night (1934)
• Annie Hall (1977)

"Chick Flicks" (or 'womens' pictures') have been around since the earliest days of cinema. The term generally refers to a sub-category of films that generally fall in the genres of Drama, Melodrama, or Romance (see above), although they can appear in many other genre categories as well.

Many so-called 'womens' pictures' have won the Best Picture Academy Award, including these examples:

• Grand Hotel (1932)
• It Happened One Night (1934)
• Gone With the Wind (1939)
• Rebecca (1940)
• How Green Was My Valley (1941)
• Mrs. Miniver (1942)
• Casablanca (1942/43)
• All About Eve (1950)
• Gigi (1958)
• West Side Story (1961)
• My Fair Lady (1964)
• The Sound of Music (1965)
• Annie Hall (1977)
• Kramer vs. Kramer (1979)
• Ordinary People (1980)
• Terms of Endearment (1983)
• Out of Africa (1985)
• Driving Miss Daisy (1989)
• The English Patient (1996)
• Shakespeare in Love (1998)
• Chicago (2002)

The first R-rated film to win Best Picture was The French Connection (1971) since the institution of the MPAA ratings system.

There were six consecutive R-rated Best Picture winners beginning in 2005:

• Crash (2005)
• The Departed (2006)
• No Country for Old Men (2007)
• Slumdog Millionaire (2008)
• The Hurt Locker (2009)
• The King's Speech (2010)

Another recent streak of six consecutive R-rated Best Picture winners include:

• Argo (2012)
• 12 Years A Slave (2013)
• Birdman (2014)
• Spotlight (2015)
• Moonlight (2016)
• The Shape of Water (2017) - (for sexual content, graphic nudity, violence and language)

Other recent R-rated Best Picture winners were:

• Parasite (2019)
• Nomadland (2020)

The only X-rated film (later reduced to R in the following decade) to win Best Picture was:

• Midnight Cowboy (1969).

A Clockwork Orange (1971) was the only other X-rated film (since re-rated) nominated for Best Picture.

Actor Marlon Brando and director Bernard Bertolucci were also Oscar nominees for an X-rated film (not re-rated since its release), but it did not have a Best Picture nomination:

• Last Tango in Paris (1972)

Films with a British perspective, or with British/US production cooperation have done fairly well in the Best Picture category.

Following is a list of the Best Picture-winning UK films (often co-produced with the US):

• Hamlet (1948)
• The Bridge on the River Kwai (1957)
• Lawrence of Arabia (1962)
• Tom Jones (1963)
• Oliver! (1968)
• Chariots of Fire (1981)
• Gandhi (1982)
• The Last Emperor (1987)
• Shakespeare in Love (1998)
• Slumdog Millionaire (2008)
• The King's Speech (2010)

Hamlet (1948) was both the first British production and the first non-American or non-Hollywood (foreign-made) film to be presented with the industry's top honor.