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.
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 app’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.
app 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 app’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 app’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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Learning English with music can enhance learning and create a more engaging and dynamic classroom environment. In a previous post, we discussed if music can help you learn a language; this post looks at how music can be incorporated into the classroom.
Using music in your classroom can help improve student motivation, focus, and retention of information. Here are some ways you can use music to enhance your classroom teaching:
Have you considered studying abroad? Moving to Canada to study? With more than 100 world-class universities across the country, there’s good reason to. From coast to coast to coast, it offers many international students a safe and supportive learning environment and the opportunity to work after graduation.
Want to learn more? In this guide, we cover ten things you should know about studying in Canada:
Workplaces are becoming more and more diverse, with employees hailing from various cultures and speaking different languages. This diversity bringsvaluable enrichmentbut can also bring communication and collaboration challenges.
That's why corporate language training is crucial. It bridges cultural divides, promotes understanding, and creates a harmonious work environment.Cultural divides in the workplace can arise from various factors, including language barriers. When diverse employees can't communicate effectively, misunderstandings and decreased productivity can occur.
Corporate language training plays a vital role in addressing this issue. It helps employees understand and appreciate different cultures, fostering unity and respect. Language training acts as a catalyst for positive workplace dynamics, driving businesses towards global goals.
Corporate language training greatly enhances communication, benefiting employees' expression of ideas and fostering understanding among team members.
Breaking down linguistic barriers promotes mutual respect, unity, and effective collaboration. It also prevents misunderstandings that may lead to conflicts, improving the overall workplace environment and fostering innovative ideas through successful teamwork.
Corporate language training plays a key role in fostering an inclusive and diverse atmosphere. Learning a new language provides insights into different cultures, promoting a deeper appreciation for diversity and reducing biases. This creates a more inclusive work environment where employees from diverse backgrounds feel understood and valued, fostering a sense of belonging and unity.
Language training also equips employees to engage with global customers and clients, reflecting the company's commitment to diversity. Corporate language training is instrumental in cultivating inclusion and diversity, enhancing corporate culture.
Corporate language training strengthens global business relations. As businesses expand worldwide, employees will interact face-to-face with diverse linguistic backgrounds. Knowledge of another language shows respect for other cultures, which is crucial for trust in business relationships.
The ability to connect across cultures is a game-changer for businesses, helping them build strong international relations. Investing in corporate language training not only benefits employees but also secures a company's global future.
A common language fosters seamless communication, enabling effective collaboration. It cultivates a coherent team dynamic where ideas flow and tasks are executed efficiently. This linguistic unity significantly boosts team performance. Reduced misunderstandings lead to increased productivity. Read our post on performance management for language learning in the workplace.
As the employees learn and gain confidence in their language skills, they engage, contribute, and excel, driving the team and the business forward.
If done correctly, corporate language training improves employee engagement and retention. Investing in employees' personal and professional development fosters a sense of value and belonging. Learning to speak a new language is challenging yet rewarding, promoting personal growth and cognitive skills.
Language training also brings employees together, fostering teamwork and unity. This increased engagement leads to higher job satisfaction, loyalty, and reduced turnover. Corporate language training is a strategic investment in employee engagement and retention, a key feature bridging linguistic divides in the modern corporate arena.
A competitive edge is crucial for business growth in today's global economy. Corporate language training contributes significantly to this edge, especially in global markets. Proficiency in multiple languages enables businesses to easily enter new markets, communicate effectively and build trust. Employees with language training represent their companies internationally, exhibiting cultural sensitivity.
Companies showcasing expertise, language proficiency, expertise and cultural understanding stand out, reflecting a global-minded ethos. Corporate language training enhances a corporation or company's presence, reputation, and success in the global market.
To implement effective corporate language training, organizations should assess how employees learn languages and current language proficiencies and identify gaps. A skills audit can assist in identifying areas requiring training, taking into account the languages spoken within the company and the skill levels necessary for business strategies.
Moreover, it allows for assessing employees' proficiency in various languages, encompassing written, spoken, and cultural understanding. This proactive approach ensures tailored and valuable language training for the organization and its employees, promoting skill development at all levels.
Understanding cultural nuances is crucial in corporate language training courses. It's not just about learning to speak the language but also grasping the cultural contexts. This includes knowing the etiquettes, conventions, and unspoken rules governing social interactions across cultures. Being mindful of these subtleties prevents misunderstandings, fosters better relationships, and facilitates smoother communication.
Effective corporate language training should include cultural education to equip employees with the cultural insights and skills to confidently navigate these complexities.
Aligning language training with business objectives is a strategic move that ensures relevant, effective, and valuable training.
In an international business context, objectives may include expanding into new markets, improving multilingual customer service, enhancing internal communication among a diverse workforce, or forming alliances with foreign partners.
By defining these objectives, corporations can tailor language learning programs to specific needs, maximizing ROI. For example, if a company aims to enter a new market with a dominant language, the training could focus on equipping employees with linguistic and cultural skills to communicate effectively with potential clients or partners. This alignment ensures successful training implementation and achievement of broader business goals.
