Research has shown that automated scoring can give more reliable and objective results than human examiners when evaluating a person’s mastery of English. This is because an automated scoring system is impartial, unlike humans, who can be influenced by irrelevant factors such as a test taker’s appearance or body language. Additionally, automated scoring treats regional accents equally, unlike human examiners who may favor accents they are more familiar with. Automated scoring also allows individual features of a spoken or written test question response to be analyzed independent of one another, so that a weakness in one area of language does not affect the scoring of other areas.
PTE Academic was created in response to the demand for a more accurate, objective, secure and relevant test of English. Our automated scoring system is a central feature of the test, and vital to ensuring the delivery of accurate, objective and relevant results – no matter who the test-taker is or where the test is taken.
PTE Academic’s automated scoring system was developed after extensive research and field testing. A prototype test was developed and administered to a sample of more than 10,000 test takers from 158 different countries, speaking 126 different native languages. This data was collected and used to train the automated scoring engines for both the written and spoken PTE Academic items.
To do this, multiple trained human markers assess each answer. Those results are used as the training material for machine learning algorithms, similar to those used by systems like Google Search or Apple’s Siri. The model makes initial guesses as to the scores each response should get, then consults the actual scores to see well how it did, adjusts itself in a few directions, then goes through the training set over and over again, adjusting and improving until it arrives at a maximally correct solution – a solution that ideally gets very close to predicting the set of human ratings.
Once trained up and performing at a high level, this model is used as a marking algorithm, able to score new responses just like human markers would. Correlations between scores given by this system and trained human markers are quite high. The standard error of measurement between Pearson’s system and a human rater is less than that between one human rater and another – in other words, the machine scores are more accurate than those given by a pair of human raters, because much of the bias and unreliability has been squeezed out of them. In general, you can think of a machine scoring system as one that takes the best stuff out of human ratings, then acts like an idealized human marker.
Pearson conducts scoring validation studies to ensure that the machine scores are consistently comparable to ratings given by skilled human raters. Here, a new set of test-taker responses (never seen by the machine) are scored by both human raters and by the automated scoring system. Research has demonstrated that the automated scoring technology underlying PTE Academic produces scores comparable to those obtained from careful human experts. This means that the automated system “acts” like a human rater when assessing test takers’ language skills, but does so with a machine's precision, consistency and objectivity.
The spoken portion of PTE Academic is automatically scored using Pearson’s Ordinate technology. Ordinate technology results from years of research in speech recognition, statistical modeling, linguistics and testing theory. The technology uses a proprietary speech processing system that is specifically designed to analyze and automatically score speech from fluent and second-language English speakers. The Ordinate scoring system collects hundreds of pieces of information from the test takers’ spoken responses in addition to just the words, such as pace, timing and rhythm, as well as the power of their voice, emphasis, intonation and accuracy of pronunciation. It is trained to recognize even somewhat mispronounced words, and quickly evaluates the content, relevance and coherence of the response. In particular, the meaning of the spoken response is evaluated, making it possible for these models to assess whether or not what was said deserves a high score.
The written portion of PTE Academic is scored using the Intelligent Essay Assessor™ (IEA), an automated scoring tool powered by Pearson’s state-of-the-art Knowledge Analysis Technologies™ (KAT) engine. Based on more than 20 years of research and development, the KAT engine automatically evaluates the meaning of text, such as an essay written by a student in response to a particular prompt. The KAT engine evaluates writing as accurately as skilled human raters using a proprietary application of the mathematical approach known as Latent Semantic Analysis (LSA). LSA evaluates the meaning of language by analyzing large bodies of relevant text and their meanings. Therefore, using LSA, the KAT engine can understand the meaning of text much like a human.
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Ever wondered why Monday is called Monday or how Wednesday got its name? The names of the days of the week in English have fascinating origins, rooted in ancient history and steeped in mythology. Understanding these origins not only enriches our language ability but also provides intriguing insights into cultural heritage.
Have you ever wondered which world languages are spoken by the largest number of people globally? Whether you’re a language enthusiast or someone looking to learn a new language, understanding the most spoken languages around the world can be incredibly insightful. In this blog post, we’ll explore the top languages by number of speakers, shedding light on languages with the most native speakers and widely spoken languages globally.
Spoken languages are a vital part of human communication, culture and identity. With over 7,000 languages spoken worldwide, each language has its unique characteristics, nuances and significance. Understanding the most spoken languages globally provides valuable insights into geopolitics, economics and social dynamics. In this article, we will explore the top languages spoken in the world, their distribution and use.
Knowing which languages are most popular worldwide can influence your language learning decisions. Enhancing your language skills in these widely spoken languages can significantly boost your communication abilities and cultural understanding. It can open up opportunities for travel, business and cultural exchange. Additionally, understanding global language popularity can give you a broader perspective of the world’s linguistic diversity.
Measuring language popularity is a complex task that involves various factors, including the number of native speakers, global influence, and use as a second or foreign language. The criteria for measuring language popularity include:
Number of native speakers: This refers to the number of people who speak a language as their first or native language. Languages with the highest number of native speakers often have a significant cultural and historical impact.
Global influence: This measures the extent to which a language is used in international communication, business, science and diplomacy. Languages with a broad global influence are often used as lingua francas in various regions.
Use as a second or foreign language: This considers the number of people who speak a language as a second language or foreign language. Languages that are widely taught and learned around the world tend to have a larger speaking population.
By considering these criteria, we can better understand why certain languages are more prominent and widely spoken globally.
Here’s a closer look at the ten most spoken languages by number of speakers:
When evaluating these languages, it's important to consider not just the number of native speakers but also the total number of language speakers, including those who speak it as a second language.
Speakers: Approximately 1.5 billion
Native speakers: Around 360 million
Regions: Widely spoken in the Americas, Europe, Africa, Asia and Oceania.
Highlights: English is the most widely spoken language worldwide when combining native and non-native speakers. It's the primary language in countries like the United States, the United Kingdom, Canada and Australia. English is the dominant language in international business, science and technology.
Speakers: Over 1.1 billion
Native speakers: About 920 million
Regions: Mainly in China, Taiwan and Singapore
Highlights: Mandarin is the language with the largest number of native speakers. It's one of the six official languages of the United Nations and has a significant cultural and historical importance.
Speakers: Around 600 million
Native speakers: Approximately 341 million
Regions: Predominantly in India and Nepal
Highlights: Hindi is predominantly spoken in India and Nepal, with approximately 341 million native speakers. It is one of the official languages of India and is spoken by a large portion of the Indian population. It has numerous dialects and is written in the Devanagari script.
Speakers: Approximately 560 million
Native speakers: About 460 million
Regions: Spain, Latin America and parts of the United States
Highlights: Spanish is the official language in 21 countries and is widely spoken in the Americas. In many of these countries, Spanish serves as the national language, playing a crucial role in government, education and media. It’s known for its rich literature and cultural heritage.
Speakers: Around 280 million
Native speakers: About 77 million
Regions: France, parts of Africa, Canada, Belgium and Switzerland
Highlights: French is another of the six official languages of the United Nations. It's widely used in international diplomacy and has a significant number of speakers in Africa due to France's colonial history.
Speakers: Approximately 270 million
Native speakers: Around 310 million
Regions: Middle East and North Africa
Highlights: Arabic is a central Semitic language that is the liturgical language of Islam. It has many dialects, with Modern Standard Arabic being used in formal settings and media. Arabic has numerous spoken forms, with significant variations in dialects across different regions.
Speakers: Around 265 million
Native speakers: About 230 million
Regions: Bangladesh and parts of India
Highlights: Bengali is the official language of Bangladesh and the second most spoken language in India. Alongside other languages like Hindi and Urdu, Bengali plays a crucial role in the cultural and linguistic landscape of the region. It’s known for its rich literary tradition.
Speakers: Approximately 220 million
Native speakers: Around 220 million
Regions: Brazil, Portugal and parts of Africa
Highlights: Portuguese is mainly spoken in Brazil, which is the largest Portuguese-speaking country. It has a growing number of speakers in Africa.
Speakers: Around 258 million
Native speakers: Approximately 154 million
Regions: Russia, Eastern Europe and Central Asia
Highlights: Russian is one of the six official languages of the United Nations and is widely spoken in the former Soviet Union countries.
Speakers: Approximately 128 million
Native speakers: Around 128 million
Regions: Japan
Highlights: Japanese is predominantly spoken in Japan and is known for its three writing systems—Hiragana, Katakana and Kanji. It has a rich cultural history and is influential in technology and entertainment.
Understanding the most spoken languages in the world can provide valuable insights for language learners. Developing strong language skills in these world languages can open up numerous opportunities for travel, business and cultural exchange. Whether you’re looking to enhance your travel experiences, broaden your cultural horizons, or improve your career prospects, learning one of these widely spoken languages could be a significant advantage.
Ready to start your language learning journey? Learn a new language with Mondly by Pearson.
Ehsan Gorji is an Iranian teacher and educator with 18 years of experience in English language education. He collaborates on various ELT projects with different language schools around the globe. Ehsan currently owns and manages THink™ Languages and also works as a TED-Ed Student Talks Leader.
Learning has always been an interesting topic to explore in the language education industry. Every week, a lot of webinars are delivered on how learning another language could be more successful, lots of articles are written on how to maximize learning, and many discussions take place between teaching colleagues about how they could surprise their language learners with more amazing tasks and games. In our lesson plans, too, we put learners into focus and try to write learning objectives that will benefit them in the real world.
