Staying relevant to students while preparing them to be successful in the future is the winning formula that all teachers hope their curriculum achieves.
This includes more than just teaching students the facts. It’s also about finding ways to teach that build additional, valuable skills they’ll continue using long after your class is over.
Utilizing data science in education is one of these methods. Data is everywhere, and it’s relevant to just about all things.
Even if it’s not immediately apparent how data impacts a given discipline, just conduct a survey; responses = data.
Data can play a crucial role, especially in the areas of science and math.
Still, first, you must decide what data to use, think about how it relates to your curriculum, and form a strategy that allows you to collect the information you need efficiently and from reliable sources.
Looking into teaching data science tilts toward the overwhelming if you focus on the data itself.
Instead, setting goals related to working with data in general, rather than the sheer volume of it, is a more productive approach.
No matter what discipline, students should be able to:
To get to this point, it’s a good idea to look at the big picture of data science.
Data science education utilizes both science and math skills in conjunction with each other.
It combines statistics, scientific methods, algorithms, and scientific computing to teach students how to extract specific information from seemingly unstructured piles of data.
Data is pretty much everything in math— if you consider data to be nothing but numbers.
Yes, it’s more complex than that, but from a mathematical perspective, data is a collection of facts (numbers, measurements, etc.) that can be collected and analyzed.
Learning about data and how to use it is essential for various careers.
This person uses data to inform decisions and understand aspects of the world around them.
Since the demand for data scientists is increasing, familiarity with data and interpreting it is an excellent skill for all students to have.
For those who decide to become data scientists, typical tasks include looking at data to pull out patterns and insights, creating predictive models, and answering the big questions a company may have.
A person’s ability to analyze and collect data is becoming so essential that the primary effect of including big data in education is that it prepares students to be more successful as they age.
The specific datasets may correlate to what you’re teaching in class, but the ability to work with the information, in general, helps students build invaluable skills that stretch across all disciplines.
Day-to-day, teaching data science enhances the classroom experience, creating yet another outlet to engage students and get them into science.
Since data is constantly changing, it’s a way to keep things relevant in the classroom, which helps students connect what they’re learning to the real world.
Using data also breaks the pattern of learning a science standard in the same old way.
It enables students to get involved, to discuss the data (and the science) while learning how to analyze existing information and synthesize their own.
Working with data helps students refine their critical thinking skills as they interpret and understand data and hypothesize how to collect it when what they need to know isn’t readily available.
Mathematics naturally integrates with science when it comes to data, too.
Even on the most general level, you’re bringing together statistics with some form of science.
It’s something you see every day out in the world, and mirroring it and making connections in the classroom makes it more applicable to students.
For example, checking the weather. When you see a 47% chance of rain, a meteorologist uses statistics to give you the scientific probability that you’ll need an umbrella.
Math + Science.
Other data science applications can include assignments at just about every grade level.
Teaching data analysis to elementary students may involve collecting data about each other, like tracking how many students have brown, blue, hazel, or green eyes, then analyzing that data to tell you the most common eye color in the class.
If they make a graph of their results, even better.
Using this same information as they get older, students can calculate the percentages within the class of each eye color occurrence and guess what eye color a new student would have.
Data science for high school students can get a little more complex.
You can challenge them with real problems out in the world that need data to solve.
You can provide them with the datasets to analyze and evaluate or require them to go out and collect information independently.
Students would have to write a survey and ensure a certain number of their peers responded before even beginning to think through a solution to the question at hand.
Regardless of what specific data is necessary for any given project, a valuable thing to teach students is the difference between high-quality and “dumb” data.
It’s the same for students working on a research paper — distinguishing between facts and misinformation.
There is a significant difference, so when talking about the integrity of data, make sure to stress that it should be:
Handling data correctly and teaching students the importance of curating quality information, no matter the assignment, helps combat common challenges associated with teaching and learning data science.
It removes the risk of poor-quality data interfering with results and helps narrow down the amount of usable data that’s really out there.
What it won’t account for is time— the most valued asset in education and the hardest one to get enough of.
Collecting data, especially quality data, takes time, and factoring in that commitment to your curriculum isn’t always easy.
One way to make it easier is to assign a data-driven project.
Maybe one week, students craft a survey to collect data or decide what research they want to do.
They can keep working on this portion on their own.
The following week is about collecting and organizing data in a usable way.
The third week analyzes the data to find what truths it reveals, and the fourth week is for presenting what the students found.
Breaking things down like this means less time is taken in a single batch to work on this project, and you can keep students engaged in the process longer.
This becomes even easier when the assignment connects to your students' interests and what’s happening in the local community.
There’s no way to limit the sheer volume of data out there. The trick is to look at data science education as a way to teach students vital skills.
This includes how to curate data on their own and work with it. It’s not necessarily about you doing all the work for them but giving them the tools to handle data appropriately.
Even starting at an early age, teaching data science will prepare your students to succeed throughout life, no matter what career path they eventually pick.
There is quite a bit of uncertainty out there about the newly established Instructional Materials Review and Approval...
Creating an environment that allows students to engage with fun math activities, versus rote memorization, helps...
In May 2023, Texas approved a transformative bill (House Bill 1605) that significantly impacts educational funding for...
Effective math strategies deepen students' understanding and enthusiasm for mathematics. These strategies not only...
Perhaps you’ve heard someone make the claim that “math is a language.”
Maybe you’ve made that statement yourself...
Effective math instruction is key to helping students understand and enjoy math. It's not just about numbers; it's...
Play is a natural part of early childhood development, making play-based learning a perfect fit for preschool...
At the start of the school year, teachers have the chance to create a math classroom where every student feels valued...
Math manipulatives are a great way to make math more accessible for your students, especially if you know they may...
Storytelling is one of the oldest forms of communication as a way to share experiences, understand others, and...
Welcome to a space where math is not just about right answers but about sparking joy and curiosity. As we blend play...
Integrating engineering concepts into elementary education is a crucial topic in this day and age. It's about preparing...
The idea of a play-based curriculum may sound counterintuitive.
“Play” suggests giving children free rein to explore...
Introducing the Engineering Design Process for kids can sound like an intimidating concept.
As with any other framework...
Preschool themes are a fun, creative way to structure the school year with activities that both meet your needs as a...
I love words. More generally, I love language.
Welcome to a world where curiosity meets discovery, and little hands engage in the joy of learning through play.
Teaching science in early childhood exposes young learners to more than foundational concepts in STEM.
It sets the...
Early childhood math doesn’t just lay the groundwork for future academic success in math and the STEM disciplines.
Messy and sensory play, often a lively and engaging part of educational settings, plays a significant role in the ...
Ensuring equity in education is a critical part of creating a thriving learning environment for all students.
Language and literacy form the bedrock of early learning, crucial for building the skills that children carry...
Children learn by doing and observing. When it comes to social-emotional learning (SEL), they learn by observing...
Preschool STEM activities and play-based learning are a great way to engage students in science, technology,...
STEM, representing Science, Technology, Engineering, and Mathematics, is more than an educational buzzword; it's a...
In recent years, video games have emerged as a significant tool in the educational landscape.
Once seen primarily as...
STEAM in schools doesn’t have a universal approach, but it’s that dynamic nature that makes it such a powerful tool...
Imagine a classroom where students laugh in a circle, passing a beanbag and counting in multiples of three, or stretch...
Formative assessment is a valuable tool that provides real-time insights into student understanding.
When you're working with two- and three-year-olds, play is how they learn best. Every time they count toy animals,...
There is no single strategy when it comes to how to improve math test scores in the classroom. A classroom full of...
The goal of modern education is crystal clear: to ignite students' passion for learning and sustain their interest in...
Lab risk assessments are an important part of the STEM classroom. It’s a way to recognize existing and potential...
Anyone who’s ever stood before a classroom to teach quickly understands that not all students are created the same....
As a lab teacher, you never have to question the importance of following laboratory safety guidelines. You are well...
Sparking student engagement, no matter the subject matter, often means meeting students where they’re already at.
It’s...
You might think STEM is all about experiments in the classroom or working with computers. But...
The old saying “learn by doing” captures the essence of hands-on learning. Let’s dive deep into this learning style to...
It’s beyond time to talk about the impact of AI education in the classroom. Artificial intelligence is already here....
As technology continues to change the educational landscape, it’s crucial for educators and decision-makers to be...
Chances are, you have encountered some type of team project at some point in your educational journey or at a workshop.
Working together to accomplish shared goals — Isn’t this what any group project in school is all about?
Schools and institutions everywhere experienced an abrupt transformation due to the global pandemic as they quickly...
Thinking like a scientist is a central goal of all science curricula.
As students learn facts, methodologies, and...
Technology is all around us, and its capabilities are becoming more and more impressive.
As the tech industry continues...
The value of teacher professional development in facilitating student achievement cannot be overstated.
Here we discuss...
Teaching science requires more than merely imparting knowledge; it involves encouraging students' critical thinking...
In today's rapidly advancing world, science literacy is more important than ever. It empowers students to understand...
Learning about alternate teaching strategies is always exciting, especially when they can demonstrate proven results to...
The science lab is a fun and exciting place for students. It’s where they get hands-on with science and learn how to...
Teachers using the project-based learning approach generally agree that creating the driving question for a project is...
All teachers want to see their students succeed.
They don’t want to see students fall behind, but everyone learns...
Children are natural engineers who are curious, inventive, and ready to create things out of the most unexpected...
Staying relevant to students while preparing them to be successful in the future is the winning formula that all...
At the heart of today’s tech-driven world is coding – the way we interact with computers. As technology becomes...
Being a scientist and being told to think creatively automatically sound contradictory.
Science is about the facts, the...
Crafting a science curriculum that engages students isn’t always easy.
While there are plenty of examples of...
Robotics education can prepare children for the jobs of the future, foster essential skills and competencies, and make...
Let’s explore the key features of Response to Intervention (RTI), a proactive multi-tiered approach to providing...
In today’s information age, we all want to claim we’re data-literate, but what does that really mean?
Phenomenon-based learning takes students’ questions and turns them into learning opportunities. The premise may seem...
Keeping students engaged in math isn’t always easy, but differentiated instruction within a single class period can...
Ask teachers what resource they need more of, and chances are most of them will say, “Time!”
For teachers, managing...
Combining art with traditional STEM subjects (Science, Technology, Engineering, Math) creates STEAM education, which...
In honor of Women’s International Month, we would like to spotlight some amazing women scientists who have made...
Giving students autonomy over their learning doesn’t just engage and motivate them; it gives them the skills to achieve...
Mathematics can be a challenging subject for many students, requiring schools to have effective strategies in place to...
ChatGPT, a language model that uses deep learning techniques to generate human-like responses, has garnered significant...
Multilingual learners often require tailored educational strategies to support their language development and academic...
Interactive math isn’t a new concept. The idea of engaging students in more active learning experiences to enhance...
Throughout history, many Black scientists have made tremendous contributions to the advancement of STEM and positively...
Even for students with an intuitive sense of math, its specialized vocabulary often gets in the way, but that doesn’t...
Whether fresh out of college or entering teaching as your second career, these tips will guide you in making the most...
Games are highly motivating for everyone, including students. But you don’t have to turn your classroom into a game...
Remember the first time you noticed a student's hands shake during a math test? Or that student who suddenly had to...
Professional development for STEM teachers is a tall order these days.
As the pace of scientific advancement has...
STEM education benefits students of all ages. Students as young as kindergarten can begin reaping the positives just...
Incorporating new instructional strategies into your teaching practices is always challenging at first, but it gets...
Introducing any new curriculum into an existing educational system always has pros and cons. There’s often a learning...
You too can create a STEM classroom where students are actively engaged in collaborating to solve problems using...
The future is ultimately uncertain. We can never completely predict what will happen to the economy, the job market,...
The buzz around STEM education continues to grow as teachers discover how it builds creative problem-solving through...
STEM and cooperative learning strategies go hand-in-hand. If cooperative learning is the teaching method to engage...
Think back to your earliest memories of math class...
Do you remember using blue graphing blocks or cut-outs of...
We've previously discussed the benefits of STEM in early childhood education– but what about its benefits for students...
It may be hard to watch students struggle, but facing the challenges of learning with the right attitude and seeing how...
STEM in early childhood education isn’t a new approach to teaching, but it is gaining traction as an important piece in...
Katherine Johnson, a mathematician and aerospace technologist at NASA, made significant contributions to the first...
Traditional methods of teaching math only work for a handful of students. The majority of students struggle trying to...
Research indicates that attitudes towards mathematics, especially at a young age, can significantly influence a child’s...
Walter Alvarez is known for having formulated the theory that the impact of an asteroid extinguished dinosaurs, an idea...
Double Asteroid Redirection Test (DART) is a method of planetary defense against near-Earth asteroids, which changes...
Do you ever wonder why some students embrace making mistakes while others shy away from them?
Let’s take a closer look at the classic children’s story, The Three Little Pigs, and how it serves as the foundation...
Information and Communication Technology (ICT) is used everywhere in the world and has become an integral part of our...
Today's students are coming of age in a world vastly distinct from the one their educators experienced during their own...
Many STEMscopes employees come from a teaching background. In this 2-part blog, we draw on their past experiences to...
Many STEMscopes employees come from a teaching background. In this 2-part blog, we draw on their past experiences to...
All of us have had teachers that have touched our lives. For some of us, it’s been a few simple words of encouragement...
The world can be an unpredictable place. We’ve all experienced that recently. And one of the hardest adjustments many...
Can confidence be taught? Of all the questions math teachers ask when thinking through ways to improve instruction,...
Today we are announcing that your favorite science and math curriculum can now be used with Google Classroom LMS. We...
Problem-solving is essential in math education.
February is recognized across the US as Black History Month. In keeping with this tradition we like to look back on...
Helen Squire’s love for STEM can be found in all areas of her life—from her job as a math teacher at a charter school,...
Let's explore computational or mathematical fluency, a key component of STEM education.
Math fluency is a combination...
Fact fluency is a skill that allows students to naturally solve problems with little to no conscious effort. The ease...
Across the country, school districts are adding social emotional learning (SEL) to their curriculum. SEL...
Hitting her one-year anniversary as a STEMscopes writer, Rachel Neir brings her bright smile and big ideas to...
Integrating social-emotional learning (SEL) into math instruction is more than a trend; it's a meaningful shift in how...
September 15th through October 15th marks National Hispanic Heritage Month, a time of year where we honor the...
It’s all about the science for Susan G. Galvan. Not only has she worked in science education practically her whole...
Steve Baker writes for STEMscopes Math on the go. After teaching elementary math and science for years, Baker and his...
In education, not all students progress at the same pace, especially in mathematics.
For those facing challenges in...
New to science writing, Danielle Porterfield is making an impression with her commitment to tackle new things. She puts...
The learning needs of one student are often not those of their classmates. To meet each student where they...
Stephanie Even has been with STEMscopes since June of 2017, making this her fourth year with the curriculum writing...
When it comes to math education, we all want the same thing: students who are confident critical thinkers and problem...
The Mona Lisa is surprisingly, almost shockingly, small. Yet its far-reaching influence has made it synonymous with...
After teaching fifth-grade science for over six years, in addition to teaching multiple other subjects to third-,...
This month we celebrated two special holidays, Mother’s Day and Teacher Appreciation Day. We invited students and...
Jenny Stallworth is a dynamo of an educator. She has taught almost all STEM subjects, homeschooled her four children...
Throughout this past year, COVID-19 has reminded us that things don’t always go according to plan. The pandemic has...
Scaffolding is a powerful educational strategy that provides temporary support to help students grasp new concepts and...
With a Bachelor’s in Early Childhood Education, a Master’s in Administration, and extensive experience teaching...
The effects of the pandemic have left almost no one untouched, and education is one area in particular that has...
The coronavirus pandemic has changed a lot for students across the country. They’ve spent time learning virtually,...
After a whopping 23 years of being a science teacher, science department head, science teacher trainer and a summer...
What is learning loss?
Kathy Blanton’s instructional experience is vast. Before joining STEMscopes, she taught math, health, and science to...
When protests erupted across the country last spring, I was confused as to what they were about. Naturally, I was...
To date the federal government has designated funding for COVID-19-related expenses through two major federal bills...
It’s no surprise that STEMscopes sought Jennifer Donovan to join the company’s team of curriculum writers. Donovan’s...
Carri Bevil saw firsthand how effective STEMscopes Science was in her district. So when asked to join the new...
Learning is a process that entails different levels of understanding. This is the basic idea behind Norman Webb’s Depth...
Morgan Christiansen fully commits herself in every aspect of her life. Her daily runs, her nearly decade-long marriage...
The world as we know it is changing every day. With emerging technology shifting more and more toward the digital...
No task is too complex or unfamiliar for Bonnie Smith, who joined our team of STEMscopes Science teacher writers at the...
With new innovations emerging daily, technology seems to be evolving at the speed of light, and increasingly jobs...
Is being good at math necessary to finding a good job? Increasingly so, this is the case. While a discrete math skill...
Sometimes things just come together at the right time. Erin Rawlinson was a new mom. She loved her job as a third-grade...
STEMscopes is built around an instructional concept pioneered by Rodger Bybee in the 1980s and further refined over the...
If we consider science to be the understanding of phenomena, technology the tools used to investigate phenomena, and...
We all know that very familiar adage, practice makes perfect—or as my third-grade teacher liked to say, practice makes...
While the United States has come a long way in terms of education, there are still gaps in equity. One way to level the...
“When a teacher begins a math lesson with direct instruction they completely disregard and ignore their students’...
A year after Taylor Wheeler resigned from her teaching job to focus on raising her children, a former mentor called to...
We’ve all heard the expression “practice makes perfect.” Rote math drills, however, have proven to be an ineffective...
When the STEMscopes math team came together to design our curriculum, we set out to solve a problem that has always...
Overnight, COVID-19 created a demand for flexible lessons that can be taught virtually. Teachers everywhere are now...
Teachers and parents alike want to prevent summer slide, which may be exacerbated this year by school closures. As a...
Did you know that oceans make up 71% of Earth’s surface? Or that oceans contain 99% of Earth’s area that can be...
When her school district adopted STEMscopes Science in 2016, Alicia Chiasson knew there was something special about it....
In 1970, 20 million Americans came together for the very first Earth Day to raise awareness of the massive impact...
Self-directed learning isn’t a new concept.
Imagine this scenario: a star 5th grader is forced to stay home from school but continue learning. She’s accustomed to...
In our preview post, we shared a bit about setting expectations when assigning tasks remotely, along with the benefits...
As more schools close due to the unforeseen impact of the coronavirus, districts are...
The COVID-19 crisis is changing the country as we know it. With cancellations of well-established events like the ...
Distance learning brings with it many adjustments, from settling into an at-home work environment and keeping kiddos...
As teachers, it is easy for us to get caught up in the...
We realize these days look different from our normal routine, especially for students who are used to following a...
We’re all in a strange place of uncertainty right now due to the COVID-19 outbreak. Schools have shut down, parents...
Coronavirus, or COVID-19, has dominated the news, so we’re ready to help you be informed. In this blog, we’ll explore...
Yes, we all know that Pi Day on March 14th is a fun excuse to eat one of the best desserts ever, but it’s also a great...
Fostering mathematical discourse in the classroom is key to helping students understand and enjoy math. It can instill...
While winter break is a special time to spend with family, friends, and plenty of food, it doesn’t necessarily mean...
As educators, we are aware that our current students will be redefining knowledge and possibilities in the future, in...
We all know the importance of language acquisition, but did you know that how you teach students new science...
Imagine you are a middle school student challenged with the phenomenon, “What causes rainbows?” in your science...
Everyone at STEMscopes has been hard at work over the summer to improve the online application, so take a look below to...
The NGSS have undergone numerous evolutions since their inception. Among the most powerful (and most recent) are the...
The flipped classroom is an educational model that turns the learning environment into a workshop for concepts...
Although the Next Generation Science Standards (NGSS) were released more than five years ago, many teachers still feel...
Not everyone cringes at the idea of math class or reacts with panic to memories of algebra, but for people who...
When it comes to unique science jobs, professional opportunities aren't in short supply. Many top, high-paying...
Technology is everywhere. In fact, nowadays it may be hard to imagine life without it, as it's part of every...
English Language Learners (ELLs), or Multilingual Learners (MLLs), bring diverse perspectives and experiences to the...
For a student who does not speak English as their first language, learning is an entirely different experience.
English Language Learners (ELL) represents a growing population of U.S. students. According to the National Center...
Astronaut. Marine Biologist. Archaeologist. Every child dreams of what they want to be when they grow up. Often...
The 2018 SIIA CODiE Awards have selected STEMscopes™ Early Explorer as a finalist in the Best PreK/Early Childhood...
Another Teacher Appreciation Week is upon us and the STEMscopes team is excited to have so many teachers and former...
As a first-time teacher, how do you start aligning a lesson plan and classroom setup with cooperative learning...
If you are a teacher in the 21st Century, then you know that the education landscape has changed quite significantly...
Accelerate Learning announces that the STEMscopes™ PreK-12 digital STEM curriculum has been chosen as a finalist...
Accelerate Learning announces that Reid Whitaker, founder of the company and creator of the award-winning ...
Created by Accelerate Learning and the New York Hall of Science, the hands-on engineering curriculum provides...
Accelerate Learning announced earlier this week that the STEMscopes™ digital science curriculum has been approved...
Outdoor play has always been an important part of childhood. Imaginative play, exploratory discovery, and real-world...
