Lindsey Henderson hopes to change the conversation about math in her state.
As student math performance declined in Utah and states across the nation over the pandemic, most learning-recovery efforts have looked to shore up basic numeracy and algebra skills. But that strategy is likely to worsen declines in students understanding of statistics and geometry that began long before COVID-19 became a household world, experts say.
These worsening declines come just as workforce needs for data analysis and graphics skills ramp up.
In Utah, which is set to update its math standards this fall, business leaders have warned that schools dont produce enough graduates capable of the data and statistical analyses needed for the technology and other jobs driving the state economy now.
Data is the new literacy of 2023, said Henderson, the secondary-math specialist for the state board of education. Its not that [students] just need to know how to calculate something or know the standard deviation of something off the cuff. We need a workforce able to take mathematical questions about the data and know where to go to find the solutions that help solve those questions. Those sorts of skills are the ones that our tech community wants our students to have experience with, specifically in a math classroom.
View the Complete Collection
The building blocks of data literacy may include familiar concepts like understanding basic coordinates on a graph or visually representing information. But teachers emphasize that its more than that; its also a way of thinking. Students must learn how to collect and measure data to answer a question, how to describe them, and how to make predictions based on them.
Say, for example, students are asked to help the cafeteria director figure out how much milk to buy. Theyd collect that data perhaps by collecting used containers, and from there discuss: Is one class an outlier, where everyone drinks juice? Do students consumption patterns change?
Developing this process of thinking about data prepares students for higher math even before they learn the technical terms like median versus mode or confidence intervals, experts say.
If data science does get incorporated into its revised standards, Utah would join California, Georgia, Oregon, and other states looking to rebalance math instruction across K-12. In some cases, though, adding more time for statistics will come only at the expense of geometry, where the push for change has been less insistent.
Statistics and geometry are hardly the only topics getting squeezed in a math curriculum that teachers say is often crowded with too many subjects to teach in any given school year. But the problem is compounded for those topics because they often get bumped to the end of the year. And teachers, particularly those in lower grades, often have less training in how to approach the concepts, making it more likely that students get superficial instruction, if any.
One of the powers of mathematics is the interrelatedness of it, but we often segment pieces of it, said Trena Wilkerson, a professor of math education at Baylor University and a past president of the National Council of Teachers of Mathematics. Well teach this particular thing, and well teach this thing, and then this thing, rather than necessarily looking at the bigger picture. If we could view mathematics from its connectedness, then students as well as teachers would understand more deeply.
In statistics and geometry, student performance has been falling in every grade level, particularly among disadvantaged students. On the National Assessment of Educational Progress, the set of tests known as the nations report card, the average 8th graders performance fell 16 scale points from 2011 to 2022 in probability and statistics and 9 points in geometry. That equates to a year or more of lost learning, as a 5-point drop on the NAEP scale means students on average performed about six months behind their previous cohort.
Fourth and 12th graders performances show similar slips. The declines in these two topic areas have significantly contributed to overall declines in math performance on the national assessment since 2013, particularly at the 4th and 8th grade levels, as well as historically low math achievement in the most recent NAEP.
In more concrete terms, the results mean that more than a third of 12th graders participating in the most recent NAEP cannot read a basic scatter plota chart that shows relationships among two variables, like height and weightand 71 percent of all 8th graders cannot tell the difference among median, mean, and mode. Three out of 4 low-income 8th graders cant gauge the probability of an outcome or use similar triangles to solve a geometry problem.
After three decades of growth, theres been absolute flatness and decline in the last decade, said Zalman Usiskin, the director of the University of Chicago School Mathematics Project. The prediction has to be that it gets worse from here.
In large part, student performance in data science and geometry on national and international tests have fallen as schools made space in the curriculum for traditional number operations and algebra.
Id probably put in statistics first, algebra second, geometry third if I had to stack them in terms of life applicability, said Sal Khan, the founder and head of the online tutoring program Khan Academy. But in terms of what the [school system] will filter you out on, for better or worse, it has always been algebra skills, and thats only gotten worse.
Policymakers generally attributed the early drop in geometry and data performance on NAEP from 2013 to 2015 to a mismatch between the national test and the recently implemented Common Core State Standards, which moved much of the existing primary school geometry and statistics content to middle or high school grades.
The shift of geometry and data-analysis content was made to allow a deeper focus on gateway topics such as fractions, place value, and decimals, concluded Gregory Camilli, an education psychology emeritus professor at Rutgers University who has studied drops in statistics and geometry performance on the NAEP following the implementation of the Common Core State Standards. Camilli suggested the drop in 4th graders performance in geometry and statistics was balanced by a small increase in student achievement in number and operations, particularly in fractions, which has been a stumbling block for many students. Improving students skills with fractions was a key goal of the common core.
Over the ensuing decade, data analysis and spatial reasoning got squeezed further in both elementary and middle school instruction, as teachers in upper grades increasingly contended with more students who didnt understand basic concepts in those areas.
Trena Wilkerson, professor of math education, Baylor University
Those standards really are set up to be this very far out vertical progression of learning in [statistics], said Josh Recio, the director of the data-focused Launch Years project at the University of Texas at Austin. And so anytime you see units that get skimmed overwhether thats from COVID or whatever reasonthats going to affect how prepared those students are.
The timing of the content shift couldnt have been worse. The era of big data exploded in the 2010s. As a result, statistician and data scientist are two of the 10 occupations projected to be the fastest growing through 2031 by, the Bureau of Labor Statistics. And data-science capabilities more generally have become some of the most sought-after job skills across fields, including business, science, policy, and even creative arts. Geometry-related careers, such as architecture, computer-assisted-design engineers, and fashion designers, by contrast, are growing slowly or at the average for the economywhich has made it more difficult to gain momentum to increase time for geometry.
Geometry has not been at the center of areas that people studied, but it cuts across all mathematics in argumentation, reasoning, and sense-making that are important to many, many careers, Wilkerson said.
While common core math pushed data-science and geometry content to higher grades, the Next Generation Science Standards, which were released around the same time, called for students to be fluent and comfortable with data and said that, by the start of middle school, students should begin applying those math concepts in science class. By 2018, when 20 states had adopted the NGSS and another 24 used them as a foundation for revising their science standards, educators and researchers warned of a growing disconnect between middle school math and science.
If our students are being assessed on spatial reasoning or probability at 4th grade and even 8th grade in the NAEP, theyve only had like two years barely looking at it, said Christina Tondevold, a K-8 math teacher-trainer in Orofino, Idaho. Their time to build their understanding hasnt really happened, and teachers arent making it a priority.
In part, thats because math teachers, particularly in elementary and middle grades, say they are less comfortable with and have less training in how to approach probability and spatial concepts than they do with other kinds of math, like number sense or algebraic thinking. Of those who spent at least some time teaching K-12 math, nearly two-thirds said they had spent a semester or less of their preservice training learning probability and statistics, according to a nationally representative survey conducted this spring by the EdWeek Research Center.
I think teachers who love math dont tend to go into early or middle school, said Wendy Lichtman, a math intervention specialist at MetWest High School in Oakland, Calif. Teachers go into elementary [education] because they love teaching reading concepts.
In Utah, Henderson said, new educators need five or more credits in calculus for a math-teaching endorsement but only two statistics credits and one geometry creditnone of which has to focus on pedagogy. And so when were talking about what teachers are going to skip, its probably the stuff that theyre uncomfortable with, which I would suspect is statistics and geometry because theyve had less experience with them, she said.
In an EdWeek Research Center survey last fall, 56 percent of teachers said they never cover probability concepts, and nearly 30 percent dont cover data representation, even in grades where the topics are part of state standards. Similarly, a quarter to 45 percent of teachers said they never cover geometry concepts such as two- or three-dimensional shapes and how they relate to each other or ways to measure capacity, area, volume, and angles.
This big hole in teacher training forces many teachers to rely heavily on textbooks, according to Dashiell Young-Saver, a high school statistics teacher in San Antonio. Teachers are, for the most part, one chapter ahead of their students in the textbook and teaching them on the fly, said Young-Saver, the founder of Skew the Script, a nonprofit that creates interdisciplinary statistics lessons.
When the topics are covered, they tend to be shuntedby both textbooks and teachers themselvesto the end of the school year. This means statistics and geometry topics come after testing season for most students, and teachers run a greater risk of running out of time to cover them if students dont progress quickly, a common problem after the long months of pandemic school shutdowns.
Even if you do have an ambitious teacher in 6th grade, perhaps, who does get to the geometry unit and wants to teach it, they are going to teach the 6th grade content without realizing that some of the students didnt get the 3rd grade content or the 5th grade content, said Julie Booth, a professor of STEM education and education psychology at Temple University and co-principal investigator of the GeometryByExample initiative at the Strategic Education Research Project. So the students may get through that unit, but they dont have the appropriate prior knowledge to really be able to learn it.
Momentum has started to shift back toward data science at the state level. The newly revised California mathematics framework emphasizes statistics and data science, but its push to incorporate more real data and problem-oriented instruction has drawn significant criticism by those concerned it will politicize classrooms and pull attention from pure math concepts.
Its about access and equity in mathematics. You cant wait for geometry and statistics until students get to high school, or only a select few can take it, Wilkerson, the Baylor University professor, said. You have to integrate the geometry, the statistics, etcetera, from pre-K through elementary and middle school, so that students are getting a deep understanding of what they need in order to be able to make choices about the mathematics that they take in high school and that they pursue post-high school.
For example, under current graduation requirements, Utah students should complete high school with three years of integrated math courses, with the final course covering concepts from trigonometry, Algebra 2, precalculus, and data analysis. In practice, though, more than half of students opt out of their final course, even though in order to do so, they must submit a so-called letter of shame from their parents acknowledging that they will not be college-ready in the subject.
Its a real problem when youre saying this math is important and students and parents arent seeing it as relevant, Henderson said. Only 18 percent of students in Utah take calculus in high school, so for the other 82 percent of students, what is their option to take an enriching mathematics course as either a junior or a senior in high school?
Thats why 60 high school math teachers across the state are piloting a new course pathway to prepare students for dual college and high school credit in data science and statistical reasoning. Zarek Drozda, the director of the nonprofit Data Science for Everyone, said the pilot courses take a more holistic approach to teaching data and statistics concepts, incorporating data collection, cleaning (or correcting errors in raw data sets) and analysis, technology use, and even discussions of ethics around the use of data and statistics. If the pilot proves successful, a new data-science strand could be added to Utahs graduation options and expanded in the states math standards, which are up for renewal this fall.
Utah is among the states in the Launch Years Initiative, a project by the Dana Center at the University of Texas at Austin to develop broader math pathways, particularly in data science, from high school to college.
For example, Georgia rolls out new math standards this fall that integrate data science statistics across K-12. This summer has been a flurry of training for teachers in how to incorporate probability and data modeling concepts into different grades and classes from Algebra 2 and geometry to the sciences.
While some content standards have been moved up or down a grade, probably about 85 percent of whats in algebra is still material that was in the previous course, said Kaycie Maddox, the director of 9-12 mathematics for northeast Georgias regional education service agency in Winterville. So teachers are not going to Mars to get new math stuff. Were doing what is good mathematics; were just looking at it from a different point of view, math modeling instead of being up there lecturing.
Kyle Peterson, asecondary-math specialist for the 85,000-student Alpine school district, Utahs largest, said he hopes the states data-science pilot can help push back against the tendency to focus on rote remedial work in response to students math learning gaps.
Especially with the pandemic [disruptions], as teachers are choosing their essentials to cover, there are still times where geometry and statistics standards get less of a priority, Peterson said. Not just in this district, but I think around the nation, kids come in and they sit in rows and take notes, and math is a silent, spectator sport. We need to help teachers shift to focus on student thinking and then facilitate discussions around math.
Yet leading these discussions is one of the most challenging changes for teachers, Henderson said. Math teachers may have less experience than those of science or social studies in wrangling student debates, particularly if they are grappling with real-life data and problems.
While such conversations can arise in any math class, statistics and geometry lend themselves more frequently to interdisciplinary projects and problems situated in live data. For example, Californias revisions to its math standards dragged on for four years, in part due to the heated debates over how to discuss social issues, particularly in data-driven math classes.
In Utah, Henderson said professional development will be crucial to getting teachers comfortable with both integrating more statistics content and having more in-depth, organic conversations about math.
Not teachers talking at kids, but kids talking to each other mathematicallythat was something that was really unique and scary to me as a teacher because I was like, what if they talked about the mathematics wrong? Henderson said. And it turns out, thats important. Being wrong, having ideas, and having a safe space to try to make connections with your peers is superimportant in the learning of mathematics.
In a June teacher training in Pleasant Grove, Utah, Henderson watched as teachers divided up on either side of the room based on their definition of a trapezoiddoes it have at least two or exactly two parallel sides?and debate their reasoning.
We want our students to be good citizens in their real life. Maybe if we get practice debating about trapezoids, then when we get to the political discussions, it could be a little more civil, said Anand Bernard, an 8th grade math teacher at Sunset Junior High in the Davis school district, another one of the school systems participating in the Utah pilot, who led the debate exercise.
Historically, thats how math is developed: through talking with each other, sharing ideas, writing letters back and forth, Bernard said. Sometimes, well be doing a task, and I see like six different methods and then two of them Ive never even seen before. I can just kind of get blown away.
Geometry and statistics concepts provide good foundations for exercises like that, Henderson said. If youre teaching algebra and geometry, algebra and statistics together, its like double bang for your buck. Youre teaching both standards and youre creating those rich connections between the two strands for students so that they can see that you dont just do algebra by itself.
Go here to see the original:
Are Students Getting All the Math They Need to Succeed? - Education Week
- Global Data Science Platform Market Report 2020 Industry Trends, Share and Size, Complete Data Analysis across the Region and Globe, Opportunities and... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Data Science and Machine-Learning Platforms Market Size, Drivers, Potential Growth Opportunities, Competitive Landscape, Trends And Forecast To 2027 -... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Industrial Access Control Market 2020-28 use of data science in agriculture to maximize yields and efficiency with top key players - TechnoWeekly [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- IPG Unveils New-And-Improved Copy For Data: It's Not Your Father's 'Targeting' 11/11/2020 - MediaPost Communications [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Risks and benefits of an AI revolution in medicine - Harvard Gazette [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- UTSA to break ground on $90 million School of Data Science and National Security Collaboration Center - Construction Review [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Addressing the skills shortage in data science and analytics - IT-Online [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Data Science Platform Market Research Growth by Manufacturers, Regions, Type and Application, Forecast Analysis to 2026 - Eurowire [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- 2020 AI and Data Science in Retail Industry Ongoing Market Situation with Manufacturing Opportunities: Amazon Web Services, Baidu Inc., BloomReach... [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Endowed Chair of Data Science job with Baylor University | 299439 - The Chronicle of Higher Education [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- Data scientists gather 'chaos into something organized' - University of Miami [Last Updated On: November 11th, 2020] [Originally Added On: November 11th, 2020]
- AI Update: Provisions in the National Defense Authorization Act Signal the Importance of AI to American Competitiveness - Lexology [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Healthcare Innovations: Predictions for 2021 Based on the Viewpoints of Analytics Thought Leaders and Industry Experts | Quantzig - Business Wire [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Poor data flows hampered governments Covid-19 response, says the Science and Technology Committee - ComputerWeekly.com [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Ilia Dub and Jasper Yip join Oliver Wyman's Asia partnership - Consultancy.asia [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Save 98% off the Complete Excel, VBA, and Data Science Certification Training Bundle - Neowin [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Data Science for Social Good Programme helps Ofsted and World Bank - India Education Diary [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Associate Professor of Fisheries Oceanography named a Cooperative Institute for the North Atlantic Region (CINAR) Fellow - UMass Dartmouth [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Rapid Insight To Host Free Webinar, Building on Data: From Raw Piles to Data Science - PR Web [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- This Is the Best Place to Buy Groceries, New Data Finds | Eat This Not That - Eat This, Not That [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Which Technology Jobs Will Require AI and Machine Learning Skills? - Dice Insights [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Companies hiring data scientists in NYC and how much they pay - Business Insider [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Calling all rock stars: hire the right data scientist talent for your business - IDG Connect [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- How Professors Can Use AI to Improve Their Teaching In Real Time - EdSurge [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- BCG GAMMA, in Collaboration with Scikit-Learn, Launches FACET, Its New Open-Source Library for Human-Explainable Artificial Intelligence - PRNewswire [Last Updated On: January 12th, 2021] [Originally Added On: January 12th, 2021]
- Data Science Platform Market Insights, Industry Outlook, Growing Trends and Demands 2020 to 2025 The Courier - The Courier [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- UBIX and ORS GROUP announce partnership to democratize advanced analytics and AI for small and midmarket organizations - PR Web [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Praxis Business School is launching its Post Graduate Program in Data Engineering in association with Knowledge Partners - Genpact and LatentView... [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- What's So Trendy about Knowledge Management Solutions Market That Everyone Went Crazy over It? | Bloomfire, CSC (American Productivity & Quality... [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Want to work in data? Here are 6 skills you'll need Just now - Siliconrepublic.com [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Data, AI and babies - BusinessLine [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Here's how much Amazon pays its Boston-based employees - Business Insider [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Datavant and Kythera Increase the Value Of Healthcare Data Through Expanded Data Science Platform Partnership - GlobeNewswire [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- O'Reilly Analysis Unveils Python's Growing Demand as Searches for Data Science, Cloud, and ITOps Topics Accelerate - Business Wire [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Book Review: Hands-On Exploratory Data Analysis with Python - insideBIGDATA [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- The 12 Best R Courses and Online Training to Consider for 2021 - Solutions Review [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Software AG's TrendMiner 2021.R1 Release Puts Data Science in the Hands of Operational Experts - Yahoo Finance [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- The chief data scientist: Who they are and what they do - Siliconrepublic.com [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Berkeley's data science leader dedicated to advancing diversity in computing - UC Berkeley [Last Updated On: January 31st, 2021] [Originally Added On: January 31st, 2021]
- Awful Earnings Aside, the Dip in Alteryx Stock Is Worth Buying - InvestorPlace [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Why Artificial Intelligence May Not Offer The Business Value You Think - CMSWire [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Getting Prices Right in 2021 - Progressive Grocer [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Labelbox raises $40 million for its data labeling and annotation tools - VentureBeat [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- How researchers are using data science to map wage theft - SmartCompany.com.au [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Ready to start coding? What you need to know about Python - TechRepublic [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Women changing the face of science in the Middle East and North Africa - The Jerusalem Post [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Mapping wage theft with data science - The Mandarin [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Data Science Platform Market 2021 Analysis Report with Highest CAGR and Major Players like || Dataiku, Bridgei2i Analytics, Feature Labs and More KSU... [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Data Science Impacting the Pharmaceutical Industry, 2020 Report: Focus on Clinical Trials - Data Science-driven Patient Selection & FDA... [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- App Annie Sets New Bar for Mobile Analytics with Data Science Innovations - PRNewswire [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- Data Science and Analytics Market 2021 to Showing Impressive Growth by 2028 | Industry Trends, Share, Size, Top Key Players Analysis and Forecast... [Last Updated On: February 12th, 2021] [Originally Added On: February 12th, 2021]
- How Can We Fix the Data Science Talent Shortage? Machine Learning Times - The Predictive Analytics Times [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Opinion: How to secure the best tech talent | Human Capital - Business Chief [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Following the COVID science: what the data say about the vaccine, social gatherings and travel - Chicago Sun-Times [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Automated Data Science and Machine Learning Platforms Market Technological Growth and Precise Outlook 2021- Microsoft, MathWorks, SAS, Databricks,... [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- 9 investors discuss hurdles, opportunities and the impact of cloud vendors in enterprise data lakes - TechCrunch [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Rapid Insight to Present at Data Science Salon's Healthcare, Finance, and Technology Virtual Event - PR Web [Last Updated On: February 14th, 2021] [Originally Added On: February 14th, 2021]
- Aunalytics Acquires Naveego to Expand Capabilities of its End-to-End Cloud-Native Data Platform to Enable True Digital Transformation for Customers -... [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Tech Careers: In-demand Courses to watch out for a Lucrative Future - Big Easy Magazine [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Willis Towers Watson enhances its human capital data science capabilities globally with the addition of the Jobable team - GlobeNewswire [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Global Data Science Platform Market 2021 Industry Insights, Drivers, Top Trends, Global Analysis And Forecast to 2027 KSU | The Sentinel Newspaper -... [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- A Comprehensive Guide to Scikit-Learn - Built In [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Industry VoicesBuilding ethical algorithms to confront biases: Lessons from Aotearoa New Zealand - FierceHealthcare [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- How Intel Employees Volunteered Their Data Science Expertise To Help Costa Rica Save Lives During the Pandemic - CSRwire.com [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Learn About Innovations in Data Science and Analytic Automation on an Upcoming Episode of the Advancements Series - Yahoo Finance [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Symposium aimed at leveraging the power of data science for promoting diversity - Penn State News [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Rochester to advance research in biological imaging through new grant - University of Rochester [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- SoftBank Joins Initiative to Train Diverse Talent in Data Science and AI - Entrepreneur [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Participating in SoftBank/ Correlation One Initiative - Miami - City of Miami [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Increasing Access to Care with the Help of Big Data | Research Blog - Duke Today [Last Updated On: February 22nd, 2021] [Originally Added On: February 22nd, 2021]
- Heres how Data Science & Business Analytics expertise can put you on the career expressway - Times of India [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Yelp data shows almost half a million new businesses opened during the pandemic - CNBC [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Postdoctoral Position in Transient and Multi-messenger Astronomy Data Science in Greenbelt, MD for University of MD Baltimore County/CRESST II -... [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- DefinedCrowd CEO Daniela Braga on the future of AI, training data, and women in tech - GeekWire [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Gartner: AI and data science to drive investment decisions rather than "gut feel" by mid-decade - TechRepublic [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Jupyter has revolutionized data science, and it started with a chance meeting between two students - TechRepublic [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- Working at the intersection of data science and public policy | Penn Today - Penn Today [Last Updated On: March 14th, 2021] [Originally Added On: March 14th, 2021]
- The Future of AI: Careers in Machine Learning - Southern New Hampshire University [Last Updated On: April 4th, 2021] [Originally Added On: April 4th, 2021]
- SMU meets the opportunities of the data-driven world with cutting-edge research and data science programs - The Dallas Morning News [Last Updated On: April 4th, 2021] [Originally Added On: April 4th, 2021]
- Data, Science, and Journalism in the Age of COVID - Pulitzer Center on Crisis Reporting [Last Updated On: April 4th, 2021] [Originally Added On: April 4th, 2021]