Why learning a language is better than using machine translation

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As technology and AI translation tools continue to advance, it's becoming increasingly tempting to rely on them for language-related tasks. However, this can potentially undermine motivation to learn a new language when technology seems to offer a shortcut. While machine translation can be helpful, it also has its limitations.Ģż

Learning a language goes beyond just communication; it opens the door to different cultures, mindsets, and perspectives of the world. Machine translation, despite its efficiency, cannot replicate the cultural immersion that comes with learning a language. Spoken language nuances, idiomatic expressions, cultural references, and implicit rules that are second nature to native speakers are often lost in translation. Let's delve deeper into why learning a language is better than solely relying on machine translation.

Why learning a language is better than machine translation
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Common translation issues

Machine translation isn't 100% perfect yet

In recent years, machine translation technologies have made significant strides. However, they can still struggle to capture the intricacies of the source language and accurately convey them in the target language, such as idioms, metaphors and wordplay, often providing a literal translation that lacks context.

A lack of knowledge about the written language or cultural norms can lead to misinterpretations and misunderstandings. Employing effective translation strategies can help address these challenges, but that takes time, testing and resources.Ģż

Some words and expressions, like the Danish ā€˜,’ have no direct translation and can be lost in machine translation. Machine translation networks can interpret nearly identical sentences differently due to their sensitivity to small variations. This inconsistency, along with the potential inclusion of human biases from its learning data, makes the reliability of these translations questionable at best.

Machine translation can miss context

Context is paramount in effective communication. It’s the cultural, social and linguistic backdrop that gives words their full meaning. Unfortunately, machine translation often fails to take context into account, resulting in translations that can miss the mark.

As language constantly evolves, incorporating new expressions, grammar and slang, machine translations face challenges in keeping up. This one example highlights the risk of missing context in translations and underscores the need for human translators who can navigate these changes and understand the subtleties of language.

Also these systems may segment text improperly due to complex formatting, causing translations to lack context if they’re cut in the middle of sentences.

Cultural nuances can be overlooked

Another aspect where machine translation can struggle is in recognizing and accurately translating terms of address that can vary based on certain aspects unknown to it, like age, title, relationship or social hierarchy.

For example, languages like Korean and Japanese are particularly rich in this respect, with a complex system of honorifics that can change the entire tone of a conversation. These honorifics are deeply embedded in the culture and are a crucial part of respectful communication. They signal the speaker's relationship to the listener, their relative social status, and level of formality required by the situation.

Machine translation systems may not discern these kinds of subtleties, often defaulting to the most direct or common translations without considering the context. This can lead to significant errors in communication, as using the wrong term of address might be seen as rude or inappropriate by fluent speakers.

Machine translations can lack personality

While translation technology has come a long way in terms of accuracy and fluency, it still falls short when it comes to capturing the personality or "soul" of a text. Language is not just a set of rules and vocabulary; it is a living, breathing form of expression that conveys emotions, tone and the unique style of the speaker or writer.

Every language carries its own cultural weight and subtleties, which are often intertwined with humor, irony and personal flair. These nuances are what give a language its richness and depth, and they are also what machine translations most frequently miss.

When you read a beautifully crafted piece of writing, be it literature, poetry or a heartfelt letter, you are not just processing information; you are experiencing the author's personality and emotional undertones. The choice of words, the rhythm of sentences, and the use of literary devices are all deliberate choices made by the author to evoke certain feelings and reactions.

Machine translations however, tend to operate on a purely functional level, prioritizing literal meanings over stylistic elements, thus stripping away the original flavor and personality of the text. They may be able to copy someone's style of writing, but they need that initial dataset to pull from; without the data, a machine would struggle.Ģż

Technology isn't always at hand to do the work for you

Despite technology simplifying language translation, it isn’t always available or dependable. There may be times when you don’t have access to the internet, when your translation app doesn’t work as expected or when there just simply isn't time. In these situations, knowing the language can be invaluable.

Being self-reliant in communication is crucial in a world where technology is constantly evolving. It’s about developing the confidence to navigate and use technology effectively without constant assistance. Just as we need to be self-reliant in using technology, we also need to be self-reliant in communication. And that means learning languages.

Advantages of learning a new language

Career opportunities

Proficiency in multiple languages can open up a wide range of career opportunities. Companies are on the lookout for multilingual employees for their capacity to foster positive client relationships and demonstrate cultural awareness. Bilingual individuals are particularly sought after in fields such as U.S. government agencies, the business market, engineering and the medical field.

Being bilingual not only gives you a competitive edge in the job market but also highlights your motivation and determination. These are qualities that employers value highly. Studies have also found that bilingual individuals have improved problem-solving and critical-thinking skills, which are highly valued across most career fields.

On top of that, bilingual employees can earn more money per hour on average than those who only speak one language (depending on the industry), according to various and . So learning a language can literally pay off.

More genuine interactions

Learning a language involves more than just memorizing a word list. You’re delving into a new way of thinking and using new sentences and expressing yourself. You’re learning how to communicate more effectively and authentically with people from different cultures. And that can lead to more genuine and meaningful interactions.

There are lots of different approaches and techniques to studying and learning new words. But to truly master a language, you need to use those vocabulary words in context, to understand their nuances and subtleties. And that’s something that machine translation just can’t provide.

Ultimately learning a language goes beyond mere communication - it’s about making connections. It’s about understanding and appreciating the rich tapestry of human cultures and experiences. And it’s about enriching our own lives through the process of learning and discovery.

Personal Identity

Embarking on the journey to learn a language also paves the way for self-discovery. It helps shape our personal identity and gives us a deeper understanding of ourselves and the world around us. When we learn a new language, we’re not just learning a new way of communicating, we’re also learning a new way of thinking and viewing the world.

Being proficient in foreign languages can:

  • Broaden our cultural horizons and allow us to appreciate different cultural practices and worldviews

  • Encourage adaptability and openness to new experiences

  • Foster a global mindset

  • Promote personal growth through the development of discipline and the pursuit of continuous learning

The process of language acquisition can be a transformative experience.

Learning a second language is good for your brain

In addition to social and career advantages, learning a language also benefits your brain health. Research, such as the study conducted by Mechelli et al. (2004) in "," has shown that bilingual individuals have denser grey matter in their brains, compared to monolingual individuals. This can enhance cognitive abilities, such as improved memory, better problem-solving skills and increased mental agility.

Regularly using a second language has been linked to a stronger memory, with research indicating better performance on memory tests among bilingual individuals, affecting both short-term and long-term memory, as suggested by the study conducted by Bialystok et al. (2004) in "". Learning a foreign language can also enhance communication skills, increasing empathy and the ability to see things from another perspective, which in turn benefits everyday communication.

Creativity is yet another domain where language learners show prowess. Studies have found that the process of learning a language seems to unlock creative abilities in problem-solving and flexibility, as indicated by research like that of Kharkhurin (2009) in "".

So, whether you’re looking to boost your career, expand your horizons or just keep your brain sharp, learning a language is a really good idea.

Should I be using machine/AI translations at all then?

By all means, machine translations can be a helpful aid in certain contexts, such as quickly understanding the gist of a text or facilitating basic communication in a pinch. They are convenient when you need a fast translation and are dealing with simple, straightforward sentences. However, they should not be relied upon for deep understanding or nuanced communication.

Consider machine translation as a supplementary tool rather than a substitute for learning a language. It is when the intricate layers of language come into play—such as idioms, cultural references, and humor—that human touch becomes indispensable. So use machine translations with caution and awareness of their limitations, especially in situations where accuracy and cultural sensitivity are paramount.

Conclusion

Learning a language offers students numerous benefits over machine translation. It opens up new career opportunities, fosters deeper connections, enhances cognitive abilities and contributes to personal identity development. While machine translation tools have their place and can be very useful, they can’t replace the rich and nuanced understanding that comes with learning a language.

It’s a journey of discovery, a way to broaden your horizons and a key to unlocking the knowledge of cultures, history and experiences. And that’s something that no translation system or tool can ever provide.

Take the leap and pick up a new language with our language learning app Mondly by ĆŪĢŅapp or read our post 'Why should I learn English?'

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    Tips for setting up an optimized online classroom

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    Technology and the learning space

    How a physical classroom is organized, decorated and laid out impacts how your students feel, interact and learn. It’s just as important to think about how your virtual teaching space functions and what it looks like, as it will greatly affect your students’ learning experience.

    Classrooms are usually full of posters, examples of students’ work and other decorations. Just because you’re teaching online doesn’t mean your environment needs to look dull.

    Take some time to think about your virtual teaching space. Picture it in your head. What’s behind you? What’s on either side? Is there an echo? Is it light or dark? How far away are you from the camera?

    Online classroom setup dos and don’ts

    While teaching online isn’t always that different from teaching face-to-face, there are quite a few things you might not have considered before. Here are some of my top dos and don’ts to help:

    Lighting

    • Don’t sit in front of a window or other source of light; otherwise, your face will be in shadow and hard to see. If you have no option, close the curtains and use an artificial light source to illuminate your face.
    • Do reflect lighting off a wall or ceiling, so it hits your face indirectly. This creates a much more pleasing image. If possible, sit in front of any windows or to the side of them so that the light hits your face directly or from the side. If the room is naturally dark, reflect a couple of lamps off the wall in front of you or the ceiling.

    Audio

    • Do invest in a set of headphones with an inline microphone. Even cheap ones will make you easier to understand, and reduce environmental noise interference (traffic, your neighbor’s stereo, etc.).
    • Don’t teach in an empty classroom (if you can avoid it). They are a terrible place to teach online classes from because they suffer from echo, environmental noise, lighting and bandwidth problems.
    • If your teaching space has an echo, try placing pillows or cushions on either side of your screen. They help absorb echoes and make it easier for your students to hear you.

    Video

    • Sit far enough away from the camera so your students can see most of your upper body and arms. If you use a laptop, raise it up on an old shoebox or a couple of books, so that the camera isn’t pointing up your nose!
    • Do invest in the fastest internet connection you can afford (school administrators may want to consider offering subsidies so teachers can upgrade their connection speed). It is vital that you have enough internet bandwidth to stream good-quality audio and video and share materials with your students. Learn how to use your mobile phone data plan to create a wifi hotspot for your computer as a backup.

    Using technology with your students

    Here are some ways to get the most out of technology, build your student’s digital literacy skills and increase motivation:

    Space

    Students should connect from a private space where they are not interrupted by siblings, pets, housekeepers, or parents. The space should be well-lit and have a good Wi-Fi signal.

    Communication

    Just like you, they should use earphones with an inline microphone. Their webcams should be on, not just so you can see them, but so they can see each other. Encourage learners to have fun and personalize their space by changing their backgrounds or using filters.

    Distractions

    Parents and caregivers should be aware of the negative effect of noise and distractions on their children’s learning. It’s important that where possible, they avoid having business meetings in the same room their children are learning in. They should also ask other people in the house to respect the children’s right to enjoy a quiet, private, productive learning environment.

    Resources

    If you and your students are online using some form of computer, tablet, or mobile device to connect to class, make sure to use the resources available to you. Reinforce how to correctly use spell check when writing a document; for example, have your students use their cameras to take photos of their work to share or even their favorite toys.

    Flexibility

    Instead of trying (and often failing!) to get all your students to speak during the class, have them make videos or audio recordings for homework that they send to you or each other for feedback. Alternatively, experiment with breakout rooms, if using a platform that allows this.

    Preparation

    If you want to show a YouTube video during class, send the link to your students to watch for homework before class, or have them watch it during class on their own devices.

    Besides saving your internet bandwidth, they may even be inspired to click on one of the other recommended (usually related) videos alongside the one you want them to watch. It’ll be on their recently watched list if they want to go back and watch it again.

    Collaboration

    If you set group work that involves writing a text or designing a presentation, ask your students to collaborate with a shared Google Doc. You’ll be able to see what they’re doing in real-time and give them feedback. It works like you are walking around the classroom and looking over their shoulders.

    Feedback

    Explore the focused feedback tools your web conferencing platform offers, such as breakout rooms or an individual chat. But also, don’t forget to share relevant information and learning with the whole class. This helps them all benefit from your expertise, just like if they listen to you answering a classmate’s question in the classroom.

    If your students are at home, they can access materials and props they would never have at school. Think about how you could incorporate this into your teaching.

    Materials

    Finally, ensure that the materials you use are suitable for online learning. If you use a book, it should have a fully digital option and a platform available to your students with practice activities, videos, and audio recordings. You should avoid using static pages in favor of dynamic activities, or online documents that allow real-time collaboration.

    Involving parents and caregivers in your online teaching environment

    Create an online learning document for parents explaining how they can create a positive and productive learning environment for their children. Some families may experience significant difficulties and may be unable to implement everything. But it’s still important to explain to them how to optimize the experience if they can.
    Ģż

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    Explaining computerized English testing in plain English

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    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.

    Development and validation of the scoring system to ensure accuracy

    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 ĆŪĢŅapp’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.

    ĆŪĢŅapp 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 ā€œactsā€ like a human rater when assessing test takers’ language skills, but does so with a machine's precision, consistency and objectivity.

    Scoring speaking responses with ĆŪĢŅapp’s Ordinate technology

    The spoken portion of PTE Academic is automatically scored using ĆŪĢŅapp’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.

    Scoring writing responses with Intelligent Essay Assessorā„¢ (IEA)

    The written portion of PTE Academic is scored using the Intelligent Essay Assessorā„¢ (IEA), an automated scoring tool powered by ĆŪĢŅapp’s state-of-the-art Knowledge Analysis Technologiesā„¢ (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.

    What aspects of English does PTE Academic assess?

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    7 tips for teaching English to beginners

    By ĆŪĢŅapp Languages

    Teaching beginners can be daunting, especially when it’s a monolingual group and you know nothing of their language, or it’s a multilingual group and the only common language is the English you’ve been tasked with teaching them. Nevertheless, not only is it possible to teach beginners only through English, but it can also be one of the most rewarding levels to teach. To help you succeed in setting your learners firmly on the path to increasing proficiency, here are seven tips for teaching English to beginners.

    1. Keep instructions clear and simple

    When addressing a class of students, especially ones you’ve just met, it can be tempting to explain activities in your politest language. After all, no one likes to be rude. However, a student who has only a few words of English, if any at all, won’t appreciate the courtesy of (or even understand), ā€œOK, so now what I’d like you all to do, if you don’t mind, is just to stand up for a moment and come to the front of the class. Oh, and please bring your book with you. Could we all do that?ā€

    Instead, make instructions crystal clear by using as few words as necessary, gesturing whenever possible, and breaking down a series of instructions into smaller units. If you want to be polite, ‼õ±ō±š²¹²õ±šā€ and ā€œthank youā€ will do. ā€œEverybody – take your book, please. Stand up. Now, come here, please. Thank you.ā€

    2. Let them listen first

    Your students will likely want to start practicing speaking from the get-go. However, it takes a while for one’s ear to acclimatize to the sounds of a new language, and not everyone will be so keen; don’t pressure students into speaking before they’ve had lots of opportunity to listen to you using it (which doesn’t mean you should just be rambling on at the front of the classroom – with beginners more so than with other levels, you really have to consider what you say and grade your language accordingly).

    3. Drill, repeat, drill, repeat, drill…

    Beginners need lots of repetition and drilling, especially as they get to grips with the sounds of their new language. It might seem boring to go over the same sentences again and again, but it is necessary. When practicing a new sentence, try back-drilling, breaking the sentence down into manageable units and then building it back up, working backwards from the end to the beginning; this helps ensure that your intonation is natural and that you get elements of connected speech right. For example, break down ā€œWould you like a cup of tea?ā€ as follows:

    tea > cup of tea > like a > like a cup of tea > Would you > Would you like a cup of tea?

    4. Establish classroom language early on

    Classroom language – Can you speak more slowly? What do we have to do? I don’t understand. What does… mean? How do you say… in English? – is usually associated with , but it also helps with adult beginners. No matter how friendly and relaxed you make your classroom atmosphere, can still be daunting, especially when you feel you’re not entirely following what’s going on, or that you might be called on to say something that you don’t feel ready to say. It’s much better to equip students early on with classroom language that will help them navigate the lesson smoothly.

    5. Avoid metalanguage

    There’s no point in students knowing the terms past simple, irregular verb or adverb of frequency if they can’t use the actual structures or words they refer to. Don’t tell them how to say something: show them. Give as much context as you can (visual prompts work well).

    Furthermore, make sure you check they have understood by asking questions that test their comprehension – never ask ā€œDo you understand?ā€ as:

    a) many people are reluctant to let on that they haven’t understood and will pretend instead that they have

    b) a student may think they have understood when in fact they haven’t.

    6. Don’t forget that your students are fluent in their own language(s)

    This may seem trivial, but it’s all too easy when listening to somebody speaking broken English to forget that behind the errors and the mispronunciation is a person with cogent thoughts, no doubt articulate in their first language, attempting to communicate their opinions or ideas.

    As teachers, we not only have to be patient and proactive listeners, alert to the reasons why specific errors are being made while filling in the gaps in less-than-perfect communication, but we also have to steer clear of adopting the 'Me-Tarzan-You-Jane' approach to teaching, degenerating the very language we are aiming to teach.

    Rather than degrading our language, we have to grade it carefully to keep it comprehensible while maintaining its naturalness, rhythm and spirit, ensuring all the while that, as far as possible, we actually converse with our students and listen to what they have to say. After all, even from the very first lessons, from the ā€˜A’ in the alphabet and the ā€˜am’ of ā€˜to be’, communication is the goal.

    7. Prepare well, prepare a lot, keep them talking

    Even though teaching beginners entails progressing slowly and recycling and repeating language many times, that doesn’t mean recycling the same activities, especially not during one lesson. Ensure you have a range of activities to use, and don’t go into class without having first carefully thought through how you are going to introduce a new language, how you will check that the students have understood it, how you will practice it, and how you will deal with potential misunderstandings. The possibility for confusion at this level is much greater than at higher levels, and sometimes even harder to disentangle.

    Also, remember, unlike with higher levels, you can’t rely on conversations developing simply because the students don’t yet have the linguistic resources to engage in anything other than simple exchanges (though in time, they will). This means that the onus will largely be on you to keep them talking.

    Finally, enjoy this level. Although in many ways the most challenging level to teach, it can also be one of the most satisfying. Seeing your learners go from knowing nothing to knowing a few words to knowing a few sentences and structures to being able to hold rudimentary conversations can be incredibly rewarding. If they enjoy their initial exposure to the language, and feel confident and inspired to continue, then you will have helped pave the way to their further success.