Bhubaneswar, Odisha · हिन्दी
Hindi Speech Data Collection in Bhubaneswar
Coastal standard Odia; western Sambalpuri requires separate fielding from Sambalpur. That makes Bhubaneswar a specific choice for Hindi collection, not an interchangeable one.

- City
- Bhubaneswar, Odisha
- Language
- Hindi
- Script
- Devanagari
Hindi as spoken in Bhubaneswar
Coastal standard Odia; western Sambalpuri requires separate fielding from Sambalpur.
Urban Hindi speech is Hinglish in practice. Expect 15-40% English tokens in spontaneous speech: numbers, brands, technology terms, and whole clause switches. Any Hindi corpus that excludes English tokens will not match production traffic.
Recruitment here
Primary Odia base, with field extension to western districts.
Largest recruitment pool in the network. A 1,000-speaker Hindi cohort with balanced gender and 18-45 age bands is typically fielded across four cities to avoid a single-city accent bias.

Studio setup
Booth with mobile kit for Sambalpur and Berhampur sessions.
Hindi quality rules
- Inconsistent Devanagari vs romanised spelling for the same English loan word
- Nukta characters (क़ ख़ ग़ ज़ फ़) applied inconsistently by transcribers
- Numerals: whether to write digits, Devanagari numerals, or spelled-out words must be fixed in the style guide up front
- Honorific verb forms create long agreement chains that annotators shorten unless the guide forbids it
Session types available
- Scripted prompt reading (phonetically balanced sentence sets)
- Wake-word and command-and-control utterances
- Digit strings, dates, amounts, and Indian address formats
- Two-party spontaneous conversation on everyday topics
- Simulated call-centre calls: billing, delivery, recharge, banking
Building a balanced cohort
A Bhubaneswar-only cohort is appropriate when you are targeting this market specifically. For a general Hindi model, spread the cohort across Delhi, Lucknow, Jaipur as well.
| Dimension | Typical split | Why it matters for Hindi |
|---|---|---|
| Gender | 50 / 50 | Pitch range differences change acoustic model behaviour; unbalanced cohorts bias recognition |
| Age | 18-25: 30%, 26-40: 40%, 41-60: 30% | Older speakers retain conservative Hindi forms that younger urban speakers have lost |
| Region | Uttar Pradesh / Bihar / Madhya Pradesh and others | Dialect spread across 7 recognised varieties |
| Education | Mixed, including below-graduate | Prompt-reading fluency correlates with education and skews prosody |
| Condition | Studio / quiet room / field | Match the noise profile of your deployment |
Frequently asked
Can you record Hindi in Bhubaneswar?
Yes. Booth with mobile kit for Sambalpur and Berhampur sessions.
Is Bhubaneswar Hindi representative?
For this market, yes. For a national model, no single city is: Largest recruitment pool in the network. A 1,000-speaker Hindi cohort with balanced gender and 18-45 age bands is typically fielded across four cities to avoid a single-city accent bias.
How long does recruitment take?
One to two weeks for standard quotas; longer for narrow age, dialect or occupation requirements.
Collect Hindi in Bhubaneswar
Send hours, speakers and conditions.