Building a richer Setswana wordlist through community knowledge

A Setswana wordlist is more than a collection of translated equivalents. It records how speakers name family relationships, landscapes, food, tools, ceremonies, emotions and modern technologies. It can also show which terms are widely understood, which belong to a particular region or age group, and which have entered the language through contact with English, Afrikaans and neighbouring Bantu languages.

Crowdsourcing gives lexicographers access to this living knowledge. Speakers can submit words, meanings, example sentences, pronunciation details and local variants through online forms, messaging groups, community workshops or language-learning platforms. The method requires careful editing, consent and verification, yet it can broaden the evidence base far beyond what a small research team could collect alone.

Approach	Main strength	Main risk	Best use in a Setswana wordlist
Expert elicitation	Detailed and guided data	May reflect a narrow group	Checking meanings and grammatical behaviour
Printed sources	Stable historical evidence	Older or uneven coverage	Tracing word histories and established spellings
Corpus research	Shows words in context	Requires suitable digital texts	Measuring usage, collocations and frequency
Community crowdsourcing	Broad regional and social coverage	Duplicates, uncertainty or bias	Finding new terms, variants and everyday examples
Editorial review	Produces a reliable final resource	Takes time and specialist labour	Verifying, defining and publishing entries

Why community contributions matter

Setswana is spoken across national and regional boundaries, including Botswana, South Africa and communities elsewhere in the Southern African diaspora. A single form may carry different associations in Gaborone, Mahikeng, the North West province or urban areas where speakers regularly move between Setswana and English. A crowdsourced wordlist can make these differences visible instead of treating variation as error.

Community participation is especially valuable for informal vocabulary. Speakers may contribute names for mobile-phone functions, social media practices, street food, clothing styles, household objects and workplace routines before those terms appear in books. Younger contributors can identify emerging expressions, while older speakers may preserve proverbs, specialist knowledge and words that are becoming less common.

The approach should remain respectful of distinctions between a word, a phrase, a loanword, a nickname and a one-off creative expression. Contributors need simple prompts that ask for meaning, spelling, pronunciation, location, age group and an example sentence. An entry supplied by one person is evidence to investigate, not automatically a dictionary definition.

Designing a useful collection system

A successful project begins with a clear submission pathway. A mobile-friendly form might ask contributors to provide the Setswana term, an English gloss, a sentence in context, an audio recording and information about where they heard it. WhatsApp or community radio may reach speakers who do not regularly use formal research websites. In Australia, this principle resembles the practical value of community language schools in Sydney and Melbourne, where families maintain home languages alongside English.

The interface should support diacritics or special characters where needed, but it should not make participation dependent on advanced digital literacy. A “record now, edit later” option can help speakers submit pronunciation before worrying about spelling. Instructions should explain whether the project welcomes regional variants, slang, technical vocabulary, traditional knowledge or historical terms.

Contributor identity also needs careful handling. Some people may want their name, town or age group acknowledged; others may prefer anonymity. Consent should cover publication, audio reuse and possible future research. A contributor should be able to withdraw an item where ethical and practical arrangements permit. These safeguards build trust and help prevent the extraction of community knowledge without recognition.

Turning submissions into lexicographic evidence

Raw contributions become useful through structured review. Editors can group identical forms, compare competing spellings and identify entries that refer to the same concept. They can then consult existing dictionaries, published texts, recordings and native-speaker reviewers. T.J. Otlogetswe’s research interests provide a useful context for thinking about corpus linguistics, lexicography, etymology and language contact in this kind of work.

A digital database should keep the history of each entry. Rather than deleting an uncertain submission, editors can mark it as pending, regional, rare, disputed or needing more evidence. This makes the resource transparent and allows later researchers to examine how a definition developed. It also avoids presenting a polished but misleading list in which uncertainty has simply disappeared.

Frequency should be interpreted carefully. A term appearing many times in online submissions may reflect a campaign, a school assignment or a particularly active social group. Counts become stronger when combined with independent sources such as newspapers, novels, radio transcripts, interviews and social media data gathered with permission. A small number of examples may still justify inclusion if the word names an important cultural practice or endangered distinction.

Managing variation, borrowing and meaning

A Setswana wordlist should represent variation without creating confusion for learners. Regional labels can identify forms associated with a particular area, while usage labels may distinguish formal, colloquial, archaic, technical or offensive language. Definitions should be written in accessible English and, where possible, supported by Setswana example sentences rather than relying on a single English translation.

Language contact deserves particular attention. Setswana speakers may adapt English nouns, reshape pronunciation or assign a local meaning to a borrowed term. Such words are not automatically inferior or “impure”; they show how languages respond to education, administration, trade, technology and popular culture. Etymological notes can explain a word’s pathway while distinguishing documented history from an attractive but unverified story.

Australia offers a useful comparison through its many migrant and heritage-language communities, including Setswana speakers living in Perth, Brisbane, Adelaide and other cities. A local wordlist project should avoid treating Australian community usage as a direct substitute for Botswana or South African usage. Instead, it can document diaspora vocabulary, code-switching and new terms shaped by life in Australia, much as a dictionary can record place-sensitive meanings elsewhere.

Publishing a resource people can trust

The final wordlist should be easy to search and clear about its evidence. Each entry might include the headword, part of speech, pronunciation, definition, example sentence, variant forms, location, source type and editorial status. Audio files can make the resource more valuable for learners, provided speakers have given appropriate permission and the files are stored securely.

A public release could be accompanied by classroom activities, downloadable data for researchers and a mechanism for reporting corrections. Teachers in community language schools might use the entries to compare formal and conversational vocabulary. Researchers could study semantic change, while families could search for words connected with local history and personal experience. A printed edition may still matter in places where internet access is limited.

Editorial principles should be visible rather than hidden. The resource can explain how duplicate entries were merged, how sensitive cultural information was treated and how disputed meanings were checked. Existing published work can help readers see how dictionaries, corpora and language research contribute to a broader scholarly record.

Crowdsourcing also benefits from carefully chosen reference material. A project may encounter specialised religious, poetic or ceremonial vocabulary that requires contextual review rather than quick translation. When comparing public language resources, editors should distinguish between a source’s purpose and the evidential value of its wording; even a poetry resource or a spiritual message archive may contain creative language that needs separate labelling from ordinary usage.

The most reliable model is therefore collaborative but not uncontrolled: speakers contribute, linguists organise, reviewers verify and editors explain. A practical starting point is to build a pilot of several hundred entries, record each item’s source and status, review it with speakers from different regions and publish the results with clear labels for variation and uncertainty.