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Home/ Questions/Q 1009615
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Editorial Team
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Editorial Team
Asked: May 16, 20262026-05-16T08:57:20+00:00 2026-05-16T08:57:20+00:00

I’m new to database design, and I haven’t found a definitive way to structure

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I’m new to database design, and I haven’t found a definitive way to structure my vocabulary database. Irrelevant fields aside, the data I want to store is conceptually something like this:

Word 1

  • Meaning 1 (1-n of these)
    • Example 1 (0-n of these)
    • Example 2
    • …
  • Meaning 2
  • …

Word 2

…

Now, a Word is identified by three attributes: Wordname, Language, and POS (part of speech). I’ve set this up as a compound key. From what I’ve read, I gather that the meanings and examples should be in separate tables, perhaps something like this:

Word table

  • Key
    • Wordname
    • Language
    • POS
  • …

Meaning table

  • Key
    • Wordname
    • Language
    • POS
  • Meaning (1-n rows per key)

Example table

  • Key
    • Wordname
    • Language
    • POS
    • Meaning
  • Example (0-n rows per key)

But this strikes me as a horrific amount of data duplication. Would it be better to abstract out the wordname-language-POS key into a separate table and give each row a single unique key? Is there some approach that’s altogether better?

Thanks much.

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  1. Editorial Team
    Editorial Team
    2026-05-16T08:57:21+00:00Added an answer on May 16, 2026 at 8:57 am

    In general, you can save yourself some headaches by generating a unique key for each row of each table, where the key is a simple integer, rather than actual data. Foreign key references are easier, and you don’t have to deal with problems like “oops, someone misspelled a word, but that word is now part of a foreign key in another table!” Databases that enforce foreign key integrity can really make life difficult when key values change.

    And, as you note, using words and other info as foreign keys is a lot of duplication. The whole point of normalization (well, one of them, anyway) is to eliminate duplication.

    Most database engines will generate those keys for you, usually with a property called “identity.” These databases will usually have an easy way to retrieve those keys programmatically, when new data is inserted. That gets more into code and implementation, however.

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