C1 Expression Very Formal 4 min read

Robuste Regressionsmethoden wurden angewendet zur

Robust regression methods were applied for

Literally: {"Robuste":"Robust","Regressionsmethoden":"regression methods","wurden":"were","angewendet":"applied","zur":"for the"}

In 15 Seconds

  • Used for reliable data analysis.
  • Implies methods resist errors.
  • Formal, academic, or technical context.
  • Boosts confidence in research findings.

Meaning

This phrase basically means you used some really solid, reliable statistical techniques to analyze your data. It's like saying your analysis can handle a few wonky data points without falling apart. Think of it as using a super sturdy tool for a tough job – it reassures people that your findings are trustworthy.

Key Examples

3 of 12
1

Academic paper introduction

Für diese Studie wurden robuste Regressionsmethoden angewendet zur Modellierung komplexer Zusammenhänge.

For this study, robust regression methods were applied to model complex relationships.

2

Technical report conclusion

Die Validität unserer Ergebnisse basiert darauf, dass robuste Regressionsmethoden wurden angewendet zur Analyse der Stichprobendaten.

The validity of our results is based on the fact that robust regression methods were applied to analyze the sample data.

3

Presenting research at a conference

Um Verzerrungen zu minimieren, wurden robuste Regressionsmethoden angewendet zur Untersuchung der Einflussfaktoren.

To minimize distortions, robust regression methods were applied to investigate the influencing factors.

🌍

Cultural Background

There is a strong emphasis on 'Methodenkritik' (critique of methods). Using this phrase shows you have anticipated potential flaws in your data. Swiss technical reports often use this phrase to emphasize the 'Zuverlässigkeit' (reliability) of their calculations, reflecting national values of precision. In formal Austrian government reports, this phrase is used to give an air of 'Amtsschimmel' (officialdom) and indisputable authority to statistical findings. While the phrase is German, it belongs to a global 'scientific culture' where the English 'Robust Regression' is the parent concept.

🎯

The 'Zur' Rule

Always pair 'angewendet' with 'zur' + a feminine nominalized verb for instant academic credibility.

⚠️

Don't Overuse

If you use this in a casual email, you will sound like you are trying to hide something behind fancy words.

In 15 Seconds

  • Used for reliable data analysis.
  • Implies methods resist errors.
  • Formal, academic, or technical context.
  • Boosts confidence in research findings.

What It Means

This phrase signals that you've used advanced statistical tools. These aren't your average methods; they're built to withstand noisy or imperfect data. It’s like saying your analysis is tough and won't be easily fooled by outliers or errors. It boosts confidence in your results. Who knew statistics could sound so strong? Maybe it's the German engineering in the language!

How To Use It

You'd use this in academic papers or technical reports. It's perfect when presenting research findings. Think of a scientist explaining their experiment. Or a data analyst showing their work. You can also use it in professional presentations. It adds a layer of credibility. It’s not for casual chats, though. Unless your friends are all statisticians, then maybe. But probably not.

Formality & Register

This phrase is definitely on the formal side. It belongs in academic journals, research proposals, or technical documentation. You wouldn't text your buddy about this unless you're both deep into stats. It sounds quite serious and professional. Using it in casual chat would be like wearing a tuxedo to a barbecue – a bit out of place, but memorable!

Real-Life Examples

Imagine a climate scientist presenting data on global warming. They might say, Robuste Regressionsmethoden wurden angewendet zur Analyse der Temperaturtrends. Or a medical researcher discussing drug efficacy. They could state, Robuste Regressionsmethoden wurden angewendet zur Auswertung der Patientendaten. Even in business, a financial analyst might use it for risk assessment. It’s all about serious data analysis. It's the kind of phrase you see in papers that win awards, or at least get cited a lot.

When To Use It

Use this when you need to emphasize the reliability of your data analysis. It's best suited for formal scientific or technical contexts. Examples include research papers, dissertations, and conference presentations. If you're writing a grant proposal, this phrase fits right in. It shows you've used rigorous methods. It's also great when defending your methodology. You want to sound confident and professional. It's a signal that your conclusions are well-supported.

When NOT To Use It

Avoid this in everyday conversations. Don't use it when texting friends about weekend plans. It's also out of place in casual emails or social media posts. Unless your social media is a data science blog, of course. It's too technical for most audiences. Think of it like using a sledgehammer to crack a nut – overkill and likely to cause damage (to your social standing).

Common Mistakes

A common mistake is using it in the wrong context. Saying Robuste Regressionsmethoden wurden angewendet zur Auswahl meines Mittagessens would be hilarious, but wrong. People might also try to simplify it too much. Forgetting the zur or using the wrong verb form is also possible. The key is context and precision. Getting the grammar right is crucial for sounding smart, not silly.

Common Variations

While the phrase itself is quite specific, variations might involve different statistical terms. Instead of Regressionsmethoden, you might see statistische Analysen (statistical analyses) or Modellierungsansätze (modeling approaches). The core idea of robustness remains. Sometimes, people might use simpler phrasing like Wir haben robuste Methoden genutzt (We used robust methods). This is less technical but conveys a similar sense of reliability. It’s like the difference between saying 'I employed advanced calculus' versus 'I did some tricky math'.

Real Conversations

Scenario 1: Academic Conference

Speaker A: Die Ergebnisse sind erstaunlich konsistent. (The results are astonishingly consistent.)

Speaker B: Ja, das liegt daran, dass robuste Regressionsmethoden wurden angewendet zur Sicherstellung der Datenintegrität. (Yes, that's because robust regression methods were applied to ensure data integrity.)

Scenario 2: Data Science Team Meeting

Team Lead: Wie sicher können wir uns bei diesen Prognosen sein? (How confident can we be in these forecasts?)

A

Analyst

Sehr sicher. Robuste Regressionsmethoden wurden angewendet zur Analyse der historischen Verkaufsdaten, was die Ergebnisse zuverlässig macht. (Very confident. Robust regression methods were applied to analyze the historical sales data, making the results reliable.)

Quick FAQ

Q. Is this phrase common in everyday German?

A. Not really. It's quite technical and specific.

Q. Can I use it in a job interview?

A. Possibly, if the job is highly technical or research-oriented. Otherwise, it might sound pretentious.

Q. What does 'robust' mean here?

A. It means the method is resistant to errors or unusual data points.

Usage Notes

This phrase is strictly for formal, technical, or academic contexts. Its passive construction and specific terminology signal a high level of formality. Avoid it in casual conversation, emails to friends, or social media, as it will likely sound out of place or pretentious. Ensure your audience has the necessary background to understand the statistical implications.

🎯

The 'Zur' Rule

Always pair 'angewendet' with 'zur' + a feminine nominalized verb for instant academic credibility.

⚠️

Don't Overuse

If you use this in a casual email, you will sound like you are trying to hide something behind fancy words.

Examples

12
#1 Academic paper introduction

Für diese Studie wurden robuste Regressionsmethoden angewendet zur Modellierung komplexer Zusammenhänge.

For this study, robust regression methods were applied to model complex relationships.

Establishes the rigor of the research methodology upfront.

#2 Technical report conclusion

Die Validität unserer Ergebnisse basiert darauf, dass robuste Regressionsmethoden wurden angewendet zur Analyse der Stichprobendaten.

The validity of our results is based on the fact that robust regression methods were applied to analyze the sample data.

Reinforces the reliability of the findings presented.

#3 Presenting research at a conference

Um Verzerrungen zu minimieren, wurden robuste Regressionsmethoden angewendet zur Untersuchung der Einflussfaktoren.

To minimize distortions, robust regression methods were applied to investigate the influencing factors.

Explains a specific methodological choice to the audience.

#4 Data science blog post

Wir wollten sicherstellen, dass unsere Vorhersagen stabil sind, deshalb wurden robuste Regressionsmethoden angewendet zur Vorhersage von Nutzerverhalten.

We wanted to ensure our predictions were stable, therefore robust regression methods were applied to predict user behavior.

Explains a technical decision in a slightly more accessible way.

#5 LinkedIn post about a new paper

Unsere neueste Veröffentlichung nutzt fortschrittliche Techniken; robuste Regressionsmethoden wurden angewendet zur Analyse von Marktdaten.

Our latest publication uses advanced techniques; robust regression methods were applied to analyze market data.

Highlights the sophisticated methodology used in the research.

#6 Explaining a complex analysis

Die Ergebnisse sind sehr zuverlässig, da robuste Regressionsmethoden wurden angewendet zur Filterung von Ausreißern.

The results are very reliable because robust regression methods were applied to filter out outliers.

Directly links the method to the outcome (reliability).

Mistake: Overly casual context Common Mistake

✗ Zum Kochen wurden robuste Regressionsmethoden angewendet zur Zubereitung des perfekten Steaks. ✓ Zum Kochen wurden *robuste Kochtechniken* angewendet zur Zubereitung des perfekten Steaks.

✗ For cooking, robust regression methods were applied for preparing the perfect steak. ✓ For cooking, *robust cooking techniques* were applied for preparing the perfect steak.

Shows how the phrase is misused when applied to non-statistical contexts.

Mistake: Incorrect grammar/word order Common Mistake

✗ Robuste Regressionsmethoden angewendet wurden zur Datenanalyse. ✓ Robuste Regressionsmethoden *wurden angewendet* zur Datenanalyse.

✗ Robust regression methods applied were for data analysis. ✓ Robust regression methods *were applied* for data analysis.

Highlights a common grammatical error, missing the auxiliary verb.

#9 Humorous exaggeration

Ich habe so viel Kaffee getrunken, dass robuste Regressionsmethoden angewendet wurden zur Analyse meines Koffeinspiegels!

I drank so much coffee that robust regression methods were applied to analyze my caffeine level!

Uses the formal phrase humorously in a personal, exaggerated context.

#10 Emotional context (relief)

Endlich! Nach Wochen der Arbeit wurden robuste Regressionsmethoden angewendet zur Bestätigung unserer Hypothese.

Finally! After weeks of work, robust regression methods were applied to confirm our hypothesis.

Expresses relief and satisfaction linked to the successful application of rigorous methods.

#11 Explaining methodology in a thesis

Zur Sicherstellung der Zuverlässigkeit der Ergebnisse wurden robuste Regressionsmethoden angewendet.

To ensure the reliability of the results, robust regression methods were applied.

Standard phrasing in academic writing to justify methodological choices.

#12 Discussing data quality

Selbst mit einigen Datenproblemen, wurden robuste Regressionsmethoden angewendet zur Gewinnung valider Erkenntnisse.

Even with some data problems, robust regression methods were applied to derive valid insights.

Emphasizes the strength of the methods in handling imperfect data.

Test Yourself

Fill in the correct contraction of 'zu' + article.

Robuste Regressionsmethoden wurden angewendet ______ Analyse der Daten.

✓ Correct! ✗ Not quite. Correct answer: zur

Analyse is a feminine noun ({die|f} Analyse). In the dative case after 'zu', it becomes 'der'. Zu + der = zur.

Which sentence is the most appropriate for a scientific paper?

Select the best option:

✓ Correct! ✗ Not quite. Correct answer: Robuste Regressionsmethoden wurden angewendet zur Schätzung.

This sentence uses the correct technical term (robust), the passive voice, and the 'zur' + nominalization structure.

Match the German term with its English equivalent.

Match the terms:

✓ Correct! ✗ Not quite. Correct answer: Robust regression methods | Were applied | For the evaluation | Outliers

These are the core components of the phrase and its context.

Complete the professor's advice.

Professor: 'Ihre Daten haben viele Extremwerte. Sie sollten schreiben: ______ wurden angewendet zur Absicherung.'

✓ Correct! ✗ Not quite. Correct answer: Robuste Regressionsmethoden

Robust regression is the specific tool used to handle 'Extremwerte' (outliers).

🎉 Score: /4

Visual Learning Aids

Practice Bank

4 exercises
Fill in the correct contraction of 'zu' + article. Fill Blank B2

Robuste Regressionsmethoden wurden angewendet ______ Analyse der Daten.

✓ Correct! ✗ Not quite. Correct answer: zur

Analyse is a feminine noun ({die|f} Analyse). In the dative case after 'zu', it becomes 'der'. Zu + der = zur.

Which sentence is the most appropriate for a scientific paper? Choose C1

Select the best option:

✓ Correct! ✗ Not quite. Correct answer: Robuste Regressionsmethoden wurden angewendet zur Schätzung.

This sentence uses the correct technical term (robust), the passive voice, and the 'zur' + nominalization structure.

Match the German term with its English equivalent. Match B1

Match each item on the left with its pair on the right:

✓ Correct! ✗ Not quite. Correct answer: Robust regression methods | Were applied | For the evaluation | Outliers

These are the core components of the phrase and its context.

Complete the professor's advice. dialogue_completion B2

Professor: 'Ihre Daten haben viele Extremwerte. Sie sollten schreiben: ______ wurden angewendet zur Absicherung.'

✓ Correct! ✗ Not quite. Correct answer: Robuste Regressionsmethoden

Robust regression is the specific tool used to handle 'Extremwerte' (outliers).

🎉 Score: /4

Frequently Asked Questions

4 questions

Yes, but 'angewendet' sounds more professional and scientific. 'Benutzt' is more for physical tools like a hammer.

Usually, yes, because 'Methoden' is plural. If you only used one specific method, you would say 'Eine robuste Regressionsmethode wurde angewendet'.

It means 'for the purpose of'. It's a short way of saying 'mit dem Ziel der'.

Extremely common. It's used when discussing how models handle noisy data.

Related Phrases

🔗

Statistische Signifikanz

similar

Statistical significance

🔗

Ausreißer bereinigen

builds on

To clean outliers

🔗

Sensitivitätsanalyse

specialized form

Sensitivity analysis

🔗

Lineare Regression

contrast

Linear regression

Was this helpful?

Comments (0)

Login to Comment
No comments yet. Be the first to share your thoughts!