Garbage in, garbage out

In computer science, garbage in, garbage out (GIGO) is the concept that flawed, biased or poor quality ("garbage") information or input produces a result or output of similar ("garbage") quality. The adage points to the need to improve data quality in, for example, programming. Rubbish in, rubbish out (RIRO) is an alternate wording.<ref>Template:Cite web</ref><ref>Template:Cite book</ref>

The principle applies to all logical argumentation: soundness implies validity, but validity does not imply soundness.

History

The expression was popular in the early days of computing. The first known use is in a 1957 syndicated newspaper article about US Army mathematicians and their work with early computers,<ref name="newspapers">Template:Cite news</ref> in which an Army Specialist named William D. Mellin explained that computers cannot think for themselves, and that "sloppily programmed" inputs inevitably lead to incorrect outputs. The underlying principle was noted by the inventor of the first programmable computing device design:

More recently, the Marine Accident Investigation Branch comes to a similar conclusion:

The term may have been derived from last-in, first-out (LIFO) or first-in, first-out (FIFO).<ref name="worldwidewords">Template:Cite web</ref>

Uses

This phrase can be used as an explanation for the poor quality of a digitized audio or video file. Although digitizing can be the first step in cleaning up a signal, it does not, by itself, improve the quality. Defects in the original analog signal will be faithfully recorded, but might be identified and removed by a subsequent step by digital signal processing.

GIGO is also used to describe failures in human decision-making due to faulty, incomplete, or imprecise data.<ref>Template:FOLDOC</ref>

In audiology, GIGO describes the process that occurs at the dorsal cochlear nucleus (DCN) when auditory neuropathy spectrum disorder is present. This occurs when the neural firing from the cochlea has become unsynchronized, resulting in a static-filled sound being input into the DCN and then passed up the chain to the auditory cortex.<ref>Berlin, Hood, Russell, Morlet et al (2010) Multi-site diagnosis and management of 260 patients with Auditory Neuropathy-Dys-synchrony (Auditory Neuropathy Spectrum Disorder)</ref> The term was applied by Dan Schwartz at the 2012 Worldwide ANSD Conference, St. Petersburg, Florida, on 16 March 2012; and adopted as industry jargon to describe the electrical signal received by the dorsal cochlear nucleus and passed up the auditory chain to the superior olivary complex on the way to the auditory cortex destination.Template:Fact

GIGO was the name of a Usenet gateway program to FidoNet, MAUSnet, e.a.<ref>Template:Cite web</ref>

The phrase may also be used in the context of machine learning, where poor-quality training data will inevitably lead to a poor-quality model.

See also

• Algorithmic bias
• Computer says no
• FINO
• Auditory neuropathy spectrum disorder
• Standard error
• Undefined behavior
• Data processing inequality
• No free lunch theorem