Development of the Techno-mathematical Literacy Scale (TmLS): A validity and reliability study

The aim of this study is to develop a valid and reliable measurement instrument to assess Techno-Mathematical Literacy (TmL). TmL is conceptualized as an individual’s self-efficacy perception regarding their ability to integrate mathematical knowledge and reasoning processes within the contemporary technological ecosystem through the use of technological tools, mathematical communication in digital environments, and data-driven reasoning. The study was conducted within the framework of a psychometric scale development model based on Classical Test Theory. The study group consisted of 348 pre-service mathematics teachers enrolled at three different public universities in Türkiye; following the data-cleaning process, the analyses were carried out with 342 participants. As a result of the Exploratory Factor Analysis (EFA), a four-factor structure consisting of 12 items was obtained, explaining 73.141% of the total variance. The Confirmatory Factor Analysis (CFA) results indicated that the model demonstrated a good fit to the data (χ²/df = 1.868; CFI = .952; GFI = .924; RMSEA = .071; SRMR = .059). The internal consistency coefficients, composite reliability, and average variance extracted values were found to be within acceptable limits. The results of the Fornell–Larcker criterion and the Heterotrait–Monotrait (HTMT) ratio supported the discriminant validity of the model. The findings indicate that the Techno-Mathematical Literacy Scale (TmLS) is a psychometrically robust measurement instrument. The scale can be used not only in the context of teacher education but also with different samples to determine individuals’ techno-mathematical competencies in technology-supported mathematics learning environments.

Authors

Institutions

Publication Details

Journal
DergiPark (Istanbul University)
Published
2024-10-15
Primary Topic
Gender and Technology in Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Development of the Techno-mathematical Literacy Scale (TmLS): A validity and reliability study

Barış Demir, Hasan Said Tortop
DergiPark (Istanbul University)
Gender and Technology in Education
article

Development of the Techno-mathematical Literacy Scale (TmLS): A validity and reliability study

Barış Demir, Hasan Said Tortop
article en

Abstract

The aim of this study is to develop a valid and reliable measurement instrument to assess Techno-Mathematical Literacy (TmL). TmL is conceptualized as an individual’s self-efficacy perception regarding their ability to integrate mathematical knowledge and reasoning processes within the contemporary technological ecosystem through the use of technological tools, mathematical communication in digital environments, and data-driven reasoning. The study was conducted within the framework of a psychometric scale development model based on Classical Test Theory. The study group consisted of 348 pre-service mathematics teachers enrolled at three different public universities in Türkiye; following the data-cleaning process, the analyses were carried out with 342 participants. As a result of the Exploratory Factor Analysis (EFA), a four-factor structure consisting of 12 items was obtained, explaining 73.141% of the total variance. The Confirmatory Factor Analysis (CFA) results indicated that the model demonstrated a good fit to the data (χ²/df = 1.868; CFI = .952; GFI = .924; RMSEA = .071; SRMR = .059). The internal consistency coefficients, composite reliability, and average variance extracted values were found to be within acceptable limits. The results of the Fornell–Larcker criterion and the Heterotrait–Monotrait (HTMT) ratio supported the discriminant validity of the model. The findings indicate that the Techno-Mathematical Literacy Scale (TmLS) is a psychometrically robust measurement instrument. The scale can be used not only in the context of teacher education but also with different samples to determine individuals’ techno-mathematical competencies in technology-supported mathematics learning environments.

DergiPark (Istanbul University)
Vision International University (US), International Vision University, Kocaeli Üniversitesi (TR)
Quality Education
Openalex Percentile: Top 28%
Gender and Technology in Education
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Development of the Techno-mathematical Literacy Scale (TmLS): A validity and reliability study — Barış Demir, Hasan Said Tortop · DergiPark (Istanbul University) (2024) | TGRS Research Map | TGRS