Hashing Algorithm Overview: Types, Methodologies & Usage | Okta (2024)

A hashing algorithm is a mathematical function that garbles data and makes it unreadable.

Hashing algorithms are one-way programs, so the text can’t be unscrambled and decoded by anyone else. And that’s the point. Hashing protects data at rest, so even if someone gains access to your server, the items stored there remain unreadable.

Hashing can also help you prove that data isn’t adjusted or altered after the author is finished with it. And some people use hashing to help them make sense of reams of data.

What Is a Hashing Algorithm?

Dozens of different hashing algorithms exist, and they all work a little differently. But in each one, people type in data, and the program alters it to a different form.

All hashing algorithms are:

  • Mathematical. Strict rules underlie the work an algorithm does, and those rules can’t be broken or adjusted.
  • Uniform. Choose one type of hashing algorithm, and data of any character count put through the system will emerge at a length predetermined by the program.
  • Consistent. The algorithm does just one thing (compress data) and nothing else.
  • One way. Once transformed by the algorithm, it’s nearly impossible to revert the data to its original state.

It’s important to understand that hashing and encryption are different functions. You might use them in concert with one another. But don’t use the terms interchangeably.

Hashing Algorithm Overview: Types, Methodologies & Usage | Okta (1)

How Does a Hashing Algorithm Work?

It's possible to create an algorithm with nothing more than a chart, a calculator, and a basic understanding of math. But most people use computers to help.

Most hashing algorithms follow this process:

  • Create the message. A user determines what should be hashed.
  • Choose the type. Dozens of hashing algorithms exist, and the user might decide which works best for this message.
  • Enter the message. The user taps out the message into a computer running the algorithm.
  • Start the hash. The system transforms the message, which might be of any length, to a predetermined bit size. Typically, programs break the message into a series of equal-sized blocks, and each one is compressed in sequence.
  • Store or share. The user sends the hash (also called the "message digest") to the intended recipient, or the hashed data is saved in that form.

The process is complicated, but it works very quickly. In seconds, the hash is complete.

What Are Hashing Algorithms Used For?

The very first hashing algorithm, developed in 1958, was used for classifying and organizing data. Since then, developers have discovered dozens of uses for the technology.

Your company might use a hashing algorithm for:

  • Password storage. You must keep records of all of the username/password combinations people use to access your resources. But if a hacker gains entry, stealing unprotected data is easy. Hashing ensures that the data is stored in a scrambled state, so it's harder to steal.
  • Digital signatures. A tiny bit of data proves that a note wasn't modified from the time it leaves a user's outbox and reaches your inbox.
  • Document management. Hashing algorithms can be used to authenticate data. The writer uses a hash to secure the document when it's complete. The hash works a bit like a seal of approval.

    A recipient can generate a hash and compare it to the original. If the two are equal, the data is considered genuine. If they don't match, the document has been changed.

  • File management. Some companies also use hashes to index data, identify files, and delete duplicates. If a system has thousands of files, using hashes can save a significant amount of time.

Hashing Algorithm Examples

It may be hard to understand just what these specialized programs do without seeing them in action.

Imagine that we'd like to hash the answer to a security question. We've asked, "Where was your first home?" The answer we're given is, "At the top of an apartment building in Queens." Here's how the hashes look with:

  • MD5: 72b003ba1a806c3f94026568ad5c5933
  • SHA-256: f6bf870a2a5bb6d26ddbeda8e903f3867f729785a36f89bfae896776777d50af

Now, imagine that we've asked the same question of a different person, and her response is, "Chicago." Here's how hashes look with:

  • MD-5: 9cfa1e69f507d007a516eb3e9f5074e2
  • SHA-256: 0f5d983d203189bbffc5f686d01f6680bc6a83718a515fe42639347efc92478e

Notice that the original messages don't have the same number of characters. But the algorithms produce hashes of a consistent length each time.

And notice that the hashes are completely garbled. It's nearly impossible to understand what they say and how they work.

Popular Hashing Algorithms Explained

Many different types of programs can transform text into a hash, and they all work slightly differently.

Common hashing algorithms include:

  • MD-5. This is one of the first algorithms to gain widespread approval. It was designed in 1991, and at the time, it was considered remarkably secure.

    Since then, hackers have discovered how to decode the algorithm, and they can do so in seconds. Most experts feel it's not safe for widespread use since it is so easy to tear apart.

  • RIPEMD-160. The RACE Integrity Primitives Evaluation Message Digest (or RIPEMD-160) was developed in Belgium in the mid-1990s. It's considered remarkably secure, as hackers haven't quite figured out how to crack it.
  • SHA. Algorithms in the SHA family are considered slightly more secure. The first versions were developed by the United States government, but other programmers have built on the original frameworks and made later variations more stringent and harder to break. In general, the bigger the number after the letters "SHA," the more recent the release and the more complex the program.

    For example, SHA-3 includes sources of randomness in the code, which makes it much more difficult to crack than those that came before. It became a standard hashing algorithm in 2015 for that reason.

  • Whirlpool. In 2000, designers created this algorithm based on the Advanced Encryption Standard. It's also considered very secure.

The government may no longer be involved in writing hashing algorithms. But the authorities do have a role to play in protecting data. The Cryptographic Module Validation Program, run in part by the National Institute of Standards and Technology, validates cryptographic modules. Companies can use this resource to ensure that they're using technologies that are both safe and effective.

How Much Should You Know About Hashing?

If you work in security, it's critical for you to know the ins and outs of protection. Hashing is a key way you can ensure important data, including passwords, isn't stolen by someone with the means to do you harm.

Private individuals might also appreciate understanding hashing concepts. If you've ever wanted to participate in bitcoin, for example, you must be well versed in hashing. Your trading partners are heavy users of the technology, as they use it within blockchain processes.

But if the math behind algorithms seems confusing, don't worry. Most computer programs tackle the hard work of calculations for you.

At Okta, we also make protecting your data very easy. We have sophisticated programs that can keep hackers out and your work flowing smoothly.

And we're always available to answer questions and step in when you need help. Contact us to find out more.

References

Hans Peter Luhn and the Birth of the Hashing Algorithm. (January 2018). IEEE Spectrum.

Hashing Algorithms. IBM Knowledge Center.

MD5 Hash Generator. Dan's Tools.

SHA-256 Hash Generator. Dan's Tools.

Cryptographic Hash Function. Wikipedia.

Cryptographic Module Validation Program. National Institute of Standards and Technology.

Hashing Algorithm Overview: Types, Methodologies & Usage | Okta (2024)

FAQs

What are the types of hashing algorithms? ›

Some common hashing algorithms include MD5, SHA-1, SHA-2, NTLM, and LANMAN. MD5: This is the fifth version of the Message Digest algorithm. MD5 creates 128-bit outputs. MD5 was a very commonly used hashing algorithm.

What are the 3 hashing techniques in data structure? ›

The most popular algorithms include the following: MD5: A widely used hashing algorithm that produces a 128-bit hash value. SHA-1: A popular hashing algorithm that produces a 160-bit hash value. SHA-256: A more secure hashing algorithm that produces a 256-bit hash value.

What are the 2 hashing algorithms? ›

Secure Hash Algorithms
  • SHA-0: A retronym applied to the original version of the 160-bit hash function published in 1993 under the name "SHA". ...
  • SHA-1: A 160-bit hash function which resembles the earlier MD5 algorithm. ...
  • SHA-2: A family of two similar hash functions, with different block sizes, known as SHA-256 and SHA-512.

What are the three main hashing algorithms in use today? ›

Explanation: The three main hashing algorithms in use today are SHA-256, MD5, and SHA-1. SHA-256 (Secure Hash Algorithm 256-bit) is widely used for cryptographic security in digital signatures and certificates. MD5 (Message Digest Algorithm 5) is commonly used for checksums and non-cryptographic purposes.

What is the best hash algorithm? ›

To protect passwords, experts suggest using a strong and slow hashing algorithm like Argon2 or Bcrypt, combined with salt (or even better, with salt and pepper). (Basically, avoid faster algorithms for this usage.) To verify file signatures and certificates, SHA-256 is among your best hashing algorithm choices.

What is the fastest hashing algorithm? ›

xxHash is an Extremely fast Hash algorithm, running at RAM speed limits. It successfully completes the SMHasher test suite which evaluates collision, dispersion and randomness qualities of hash functions.

What are the methods of hashing? ›

In this technique, we give an input called a key to the hash function. The function uses this key and generates the unique index corresponding to that value in the hash table. After that, it returns the value stored at that index which is known as the hash value.

What is an example of hashing? ›

Hashing is a technique that is used to uniquely identify a specific object from a group of similar objects. Some examples of how hashing is used in our lives include: In universities, each student is assigned a unique roll number that can be used to retrieve information about them.

What are the different types of file hashing? ›

Cryptographic hashing algorithms are one-directional mathematical formulae designed to generate a unique value for every possible input-in this case, the data. Common algorithms include MDS, SHA-1, SHA-256, and SHA-512, although there exist a number of more esoteric or use-case-specific methods.

What is the strongest hashing algorithm available? ›

What's the Most Secure Hashing Algorithm? SHA-256. SHA-256 (secure hash algorithm) is an algorithm that takes an input of any length and uses it to create a 256-bit fixed-length hash value.

How to code a hashing algorithm? ›

Most hashing algorithms follow this process:
  1. Create the message. A user determines what should be hashed.
  2. Choose the type. Dozens of hashing algorithms exist, and the user might decide which works best for this message.
  3. Enter the message. ...
  4. Start the hash. ...
  5. Store or share.

How does a hashing algorithm work? ›

As every file on a computer is, ultimately, just data that can be represented in binary form, a hashing algorithm can take that data and run a complex calculation on it and output a fixed-length string as the result of the calculation. The result is the file's hash value or message digest.

Do you need a key for hashing? ›

A hash function is a cryptographic algorithm which is used to transform large random size data to small fixed size data. The data output of the hash algorithm is called hash value or digest. The basic operation of hash functions does not need any key and operate in a one-way manner.

Which hashing technique is best in data structure? ›

Separate chaining is the most used collision hashing technique in data structures that uses a lined list. Any two or more components that meet at the same point are chained together to form a single-linked list known as a chain. Every linked list member that hashes is chained to the same position here.

How many types of hashing are there? ›

Types of Hashing

There are many different types of hash algorithms such as RipeMD, Tiger, xxhash and more, but the most common type of hashing used for file integrity checks are MD5, SHA-2 and CRC32. MD5 - An MD5 hash function encodes a string of information and encodes it into a 128-bit fingerprint.

How many types of hash are there? ›

HASH_MD5, HASH_SHA1, HASH_SHA256, and HASH_SHA512
Function nameAlgorithmResult length
HASH_MD5MD516
HASH_SHA1SHA120
HASH_SHA256SHA-25632
HASH_SHA512SHA-51264

Is SHA-256 better than MD5? ›

SHA256 has several advantages over MD5 and SHA-1, such as producing a longer hash (256 bits) that is more resistant to collisions and brute-force attacks. Additionally, there are no known vulnerabilities or weaknesses with SHA256, unlike MD5 and SHA-1 which have been exploited by hackers and researchers.

What is SHA-1 and SHA-256? ›

Regarding SHA-1 and SHA-256, their output hash length, vulnerability to brute force attacks, and overall security are the core differences. SHA-256 is newer and more secure, with a 256-bit hash length as opposed to SHA-1's 160-bit length. This difference translates directly into a higher level of security for SHA-256.

How is SHA 3 different from SHA-1 and SHA-2? ›

SHA2 (and SHA1) are built using the Merkle–Damgård structure. SHA3 on the other hand is built using a Sponge function and belongs to the Keccak-family. The name might be misleading to think that SHA3 in comparison to SHA2 is just a "newer" version of the algorithm.

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