The three preprints below are on SocArXiv under CC BY 4.0. The data and code behind the ALPS and GLCI papers are deposited on the Open Science Framework.
Preprint · SocArXiv
The ALPS Index: A Global Estimate of the Average Number of Languages a Person Speaks
The population-weighted mean repertoire across 237 countries and territories, with 934 languages indexed: 1.57 languages per person (1.568), within a band of 1.42–1.70.
Hovhannisyan, A. (2026a). The ALPS Index: A global estimate of the average number of languages a person speaks. SocArXiv. https://doi.org/10.31235/osf.io/3mtsx_v1
Preprint · SocArXiv
GLCI (Global Linguistic Connectivity Index): How Connected Is the World?
The probability that a listener drawn at random from the world's 8.2 billion people understands a speaker drawn at random: 11.3%, and 7.5% when the two live in different countries. English carries 39% of this connectivity.
Hovhannisyan, A. (2026c). GLCI (Global Linguistic Connectivity Index): How connected is the world? SocArXiv. https://doi.org/10.31235/osf.io/g3vxj_v1
Preprint · version 2 in moderation
The LINGACON Multilingualism Assessment Standard (L-MAS): Definitions, Thresholds, and a Review of Survey Practice
What counts as speaking a language, how to ask about it, and how existing surveys ask. Version 2, which corrects the reading of the Afrobarometer Round 9 and Round 10 items on other spoken languages, is awaiting moderation; version 1 remains available.
Hovhannisyan, A. (2026b). The LINGACON Multilingualism Assessment Standard (L-MAS): Definitions, thresholds, and a review of survey practice. SocArXiv. Preprint page (latest version): https://osf.io/preprints/socarxiv/n96g3. Version 1: https://doi.org/10.31235/osf.io/n96g3_v1
Data and code · Open Science Framework
Data, code and supplementary materials
Supplementary materials, row-level data, the pair table and the analysis code for the ALPS and GLCI papers. Licences are stated for each component.
https://osf.io/7bshn