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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
data for instruction
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "data for instruction" is correct and usable in written English.
It can be used when referring to information or data that is intended to guide or inform instructional practices or decisions. Example: "Teachers should analyze the data for instruction to tailor their teaching strategies to meet the needs of their students."
✓ Grammatically correct
Science
News & Media
Formal & Business
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
Red and blue open symbols show data for instruction-test intervals of 2.5 and 6 s in the first 50 trials of the block.
Science
Red and blue filled symbols show data for an instruction-test interval of 2.5 s in the second 50 trials of the block after an instruction-test interval of 2.5 and 6 s in the first 50 trials.
Science
The latter, conventional CPUs are characterized by numerous redundant operations, such as the first memory cycle in instruction fetching that is part of any instruction cycle, and instruction and data prefetchings for instructions that are not always needed.
Construction tasks, in which students generate phylogenetic trees from some type of data, are often used for instruction.
Zipping programs work by replacing low-entropy data with instructions for reconstructing the replaced data.
News & Media
It explains reformers' enthusiasm for test-based accountability; for "college and career-ready standards"; for teacher evaluations based, in significant part, on student outcomes; for "data-based instruction"; and for much of the rest of the modern-day reform agenda.
News & Media
The implemented architecture comprises of two direct-mapped, write-through caches for data and instruction.
Table 3 Percentile average value evaluation for data and instruction branches and different optimization mechanisms.
Comparisons between previously reported optimization mechanisms were analyzed in terms of their specialties for data and instruction caches and some results are shown in the next section.
This paper aims to combine state-of-the-art mechanisms intended for instruction and data caches in a two-level hierarchy (with separated instruction and data caches for both levels) resulting in a combined optimization mechanism that determines the most suitable relation between energy consumption and performance applications.
In their letter to the ICO today, Google said they wanted to delete the remaining data and asked for instructions on how to proceed.
News & Media
Expert writing Tips
Best practice
When discussing "data for instruction", specify the type of data (e.g., student performance, assessment results) to provide clarity and context.
Common error
Avoid simply stating that you use "data for instruction" without explaining how the data informs your specific instructional decisions. Provide concrete examples of how data analysis leads to changes in teaching strategies or curriculum design.
Source & Trust
74%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "data for instruction" functions as a noun phrase, acting as a subject or object, generally referring to information that is used to guide or support teaching practices. It specifies the purpose of the data, indicating that it is intended to be used for instruction. According to Ludwig AI, it is usable in written English.
Frequent in
Science
37%
News & Media
17%
Formal & Business
0%
Less common in
Encyclopedias
9%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "data for instruction" is grammatically correct and commonly used to describe information utilized to guide teaching practices. As affirmed by Ludwig AI, its usability in written English is confirmed. It is most frequently found in scientific and academic contexts, reflecting its formal and objective tone. When using this phrase, it's important to specify the type of data and how it informs instructional decisions to avoid overgeneralization. Alternatives such as "instructional data" or "data-driven teaching" can be used for variety, depending on the specific context.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
data to guide instruction
Emphasizes data as a guiding tool in the instructional process, adding a verb to clarify the action.
using data in instruction
Focuses on the action of using data within the instructional context, highlighting the application.
instructional data
This alternative directly combines "instruction" and "data" as a modifier, creating a more concise term.
applying data to teaching
Similar to the previous, but uses "applying" to indicate a more direct and practical use of data.
data-driven teaching
This phrase emphasizes the active role of data in shaping teaching methods.
employing data for instructional purposes
Uses more formal vocabulary to convey the same meaning, suitable for academic or professional contexts.
evidence-based instruction
This alternative stresses the use of empirical evidence, not just data, to guide instruction.
data-informed pedagogy
This alternative substitutes "instruction" with the more formal term "pedagogy", referring to the method and practice of teaching, and emphasizes the informed nature of the approach.
information for learning
This alternative broadens the scope from instruction to learning, focusing on data's role in the overall learning process.
insights for teaching
This focuses on the derived understanding from the data, rather than the raw data itself.
FAQs
How can I effectively use "data for instruction" in my teaching practice?
Start by identifying specific learning goals, then collect relevant data (e.g., assessment scores, student feedback). Analyze this data to identify patterns and areas for improvement, and then adjust your instructional strategies accordingly. Regularly monitor and evaluate the impact of these changes using further data.
What are some alternatives to saying "data for instruction"?
You can use alternatives like "instructional data", "data-driven teaching", or "evidence-based instruction" depending on the specific context.
How does "data-informed instruction" differ from "data-driven instruction"?
Data-informed instruction suggests that data is one factor among many that influences teaching, while "data-driven instruction" implies that data is the primary or sole driver of instructional decisions. The former is generally considered a more balanced approach.
What types of data are most useful for informing instruction?
Useful data can include student performance on assessments, classroom participation rates, student feedback surveys, attendance records, and even demographic information. The key is to select data that is relevant to your specific learning goals and instructional objectives.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
74%
Authority and reliability
4.1/5
Expert rating
Real-world application tested