aidataservices.inAI data collection · India

Nagpur, Maharashtra · मराठी

Marathi Speech Data Collection in Nagpur

Varhadi Marathi, materially different from Puneri standard and largely missing from public corpora. That makes Nagpur a specific choice for Marathi collection, not an interchangeable one.

Request a dataset quoteReply within one working day
Speaker recording scripted prompts for a speech data collection project — Marathi Speech Data Collection in Nagpur
City
Nagpur, Maharashtra
Language
Marathi
Script
Devanagari
01

Marathi as spoken in Nagpur

Varhadi Marathi, materially different from Puneri standard and largely missing from public corpora.

Mumbai and Pune speech mixes Marathi, Hindi, and English in the same sentence. Marathi-only recordings collected in Pune under-represent the Mumbai reality of tri-lingual switching.

Languages recorded in NagpurMarathiNagpurMaharashtraVarhadi Marathi, materially different from Puneri standard and largely missing from public corp…City choice is a data-quality decision, not a logistics one.
02

Recruitment here

The key site for Vidarbha dialect coverage.

A representative Marathi cohort should be split roughly 40% western Maharashtra, 25% Vidarbha, 20% Marathwada, 15% Konkan rather than concentrated in Pune.

Field recording session with a rural speaker in India — supporting marathi speech data collection in nagpur
Field recording session with a rural speaker in India
03

Studio setup

Partner booth with mobile capture for surrounding districts.

04

Marathi quality rules

  • ळ vs ल substitution by Hindi-trained transcribers
  • Anusvara placement varies between conservative and modern orthography
  • Varhadi verb endings get 'corrected' to standard forms unless the guide explicitly requires verbatim dialect transcription
05

Session types available

  • Phonetically balanced read prompts covering ळ, ण and retroflex clusters
  • Agricultural, banking, and government-scheme domain utterances
  • Spontaneous two-party conversation with natural Hindi/English switching
  • Regional dialect elicitation sets recorded in Nagpur and Aurangabad
06

Building a balanced cohort

A Nagpur-only cohort is appropriate when you are targeting this market specifically. For a general Marathi model, spread the cohort across Mumbai, Pune, Nagpur as well.

DimensionTypical splitWhy it matters for Marathi
Gender50 / 50Pitch range differences change acoustic model behaviour; unbalanced cohorts bias recognition
Age18-25: 30%, 26-40: 40%, 41-60: 30%Older speakers retain conservative Marathi forms that younger urban speakers have lost
RegionMaharashtra / Goa / parts of Karnataka and othersDialect spread across 6 recognised varieties
EducationMixed, including below-graduatePrompt-reading fluency correlates with education and skews prosody
ConditionStudio / quiet room / fieldMatch the noise profile of your deployment

Frequently asked

Can you record Marathi in Nagpur?

Yes. Partner booth with mobile capture for surrounding districts.

Is Nagpur Marathi representative?

For this market, yes. For a national model, no single city is: A representative Marathi cohort should be split roughly 40% western Maharashtra, 25% Vidarbha, 20% Marathwada, 15% Konkan rather than concentrated in Pune.

How long does recruitment take?

One to two weeks for standard quotas; longer for narrow age, dialect or occupation requirements.

Collect Marathi in Nagpur

Send hours, speakers and conditions.

Request a dataset quote