planning Archives - ÌìÃÀÊÓÆµ /tag/planning/ Supporting data literacy in Primary and Secondary Schools Thu, 22 Dec 2022 12:17:14 +0000 en-GB hourly 1 https://wordpress.org/?v=6.8.5 /wp-content/uploads/2020/03/cropped-logo-roundal_2-e1585061476369-2-32x32.png planning Archives - ÌìÃÀÊÓÆµ /tag/planning/ 32 32 Choosing an optional unit for the NPA ÌìÃÀÊÓÆµ Science /choosing-an-optional-unit-for-the-npa-data-science/ Mon, 09 Nov 2020 17:19:50 +0000 /?p=2184 There are two core units in the National Progression Award (NPA) in ÌìÃÀÊÓÆµ Science, and at Level 5 and 6 there is also an optional unit.  There’s a great choice of options, so hopefully centres and educators will find one that suits their situation and their learners interests. ÌìÃÀÊÓÆµ Security...

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There are two core units in the National Progression Award (NPA) in ÌìÃÀÊÓÆµ Science, and at Level 5 and 6 there is also an optional unit.  There’s a great choice of options, so hopefully centres and educators will find one that suits their situation and their learners interests.

A graph showing the core and optional units in the NPA at each level. NPA level 4 has ÌìÃÀÊÓÆµ Citizenship level 4 and ÌìÃÀÊÓÆµ Science level 4 core units. NPA level 5 has ÌìÃÀÊÓÆµ Citizenship level 5 and ÌìÃÀÊÓÆµ Science level 5 core units and optional units of ÌìÃÀÊÓÆµ Security level 5, Computer Programming level 5, Machine Learning level 5, ÌìÃÀÊÓÆµ Science Project level 5 and ÌìÃÀÊÓÆµ Science Statistics level 5. NPA level 6 has ÌìÃÀÊÓÆµ Citizenship level 6 and ÌìÃÀÊÓÆµ Science level 6 core units and optional units of ÌìÃÀÊÓÆµ Security level 6, Computer Programming level 6, Machine Learning level 6, ÌìÃÀÊÓÆµ Science Project level 6, ÌìÃÀÊÓÆµ Science Statistics level 6 and Statistics level 6.

ÌìÃÀÊÓÆµ Security

Cyber security lock imageThe ÌìÃÀÊÓÆµ Security unit provides a relatively gentle introduction into the field of cyber security.  This unit is one of the core units in the NPA in Cybersecurity at Levels 4, 5 and 6.  This means if learners already have the Cybersecurity NPA then they do not need to do an optional unit in the ÌìÃÀÊÓÆµ Science NPA.

If a school or college is experienced in delivering the ÌìÃÀÊÓÆµ Security unit, then this would be a natural choice of optional unit, at least for the first year or so until educators are familiar with the other units and are interested in trying other options.

ÌìÃÀÊÓÆµ Science Project

The ÌìÃÀÊÓÆµ Science Project unit at Level 5 is a group project, with learners working together to source and analyse data and then communicate their findings and recommendations.  At Level 6 this is an individual project.  Learners will be investigating a problem that they have chosen themselves.

This unit has a lot of potential to be a hugely engaging and fun experience for learners, particularly if they are prompted to investigate projects that can make a real difference in their schools and communities.  For example, learners could use IoT sensors to investigate environmental conditions in their school building or in their neighbourhood, perhaps combined with available climate data.  Learners having a sense of ownership over the project and self-efficacy will be beneficial for the success of the projects.

Although it is anticipated that this unit will be a popular choice with schools and colleges, it might not be the best choice for an inexperienced teacher or lecturer the first time this course is run in a centre.  The second time around, it would be a fun option for an educator who has gained confidence with the core units, particularly the ÌìÃÀÊÓÆµ Science unit.

Computer Programming

Woman coding with lines of code reflected in her glasses

The Computer Programming unit covers writing algorithms to solve problems, explaining programming concepts and writing computing programs.  The programming language used is not specified, so if learners are going to use Python in the ÌìÃÀÊÓÆµ Science unit (particularly at Level 6) then covering this unit first to introduce learners to the Python language would seem a sensible approach.

Statistics

This unit has been popular in Maths departments.  If a school or college is experienced in delivering this Statistics unit, then this would be a natural choice of optional unit, at least for the first year or so until educators are familiar with the other units and are interested in trying other options.  This would be a good optional unit choice if the course is being delivered by a Mathematics teacher with experience of teaching statistics.  Gaining this single unit qualifies learners for a Statistics Award, in addition to the NPA in ÌìÃÀÊÓÆµ Science.

ÌìÃÀÊÓÆµ Science Statistics

This would be a suitable optional unit choice if the course is being delivered by a Mathematics teacher or lecturer with experience of teaching statistics in the field of data science.  It would require more experience than the Statistics unit and covers more in-depth content.  It may possibly require more preparation and development time than some of the other optional unit choices.

Machine Learning

This would be a suitable optional unit choice if the course is being delivered by an experienced Computing Science educator with experience of machine learning techniques.  It would probably require more preparation and development time than some of the other optional unit choices.

 

You can read more about the core and optional units in the Educators Guide to the NPA (pages 6-9)

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Core skills in the NPA ÌìÃÀÊÓÆµ Science /core-skills-in-the-npa-data-science/ Thu, 05 Nov 2020 22:38:50 +0000 /?p=2203 The NPA in ÌìÃÀÊÓÆµ Science has been designed to support the development of a range of core skills in learners.  Find out how the qualification supports learners to gain and expend their core skills in different areas. ICT Throughout the course, in all of the core and optional units, learners...

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The NPA in ÌìÃÀÊÓÆµ Science has been designed to support the development of a range of core skills in learners.  Find out how the qualification supports learners to gain and expend their core skills in different areas.

ICT

Three young people using a laptop

Throughout the course, in all of the core and optional units, learners will develop their core skills in ICT.  Learners will search for information online in the form of datasets, tables, graphs and visualisations.  They will use software such as a spreadsheet package, a web tool such as CODAP or a programming language such as Python to interpret, manipulate, and analyse the information.  They will then create visualisations and present the information to others.

Numeracy

Paper with hand-drawn graphs

The two core units involve a good grounding in a range of numeracy concepts.  Learners will be looking at tabular data, analysing and creating graphical data, and producing summary statistics.  Many of the optional units will also support the development of numeracy skills, particularly the Statistics, ÌìÃÀÊÓÆµ Science Statistics and ÌìÃÀÊÓÆµ Science Project units.

Communication

Photo of a speech bubble made from paper

Communication of findings is a crucial part of the data science lifecycle in the NPA.  Learners are expected not only to gain insights from data, but to then present their findings to others.  In the Visualisation and Storytelling topic, communicating information to an audience is a key learning point.  Learners are expected to create visualisations with that audience in mind, in order to develop a persuasive argument.  

Problem Solving

Lots of hands and sticky notes with designs

Problem solving is another core component of the ÌìÃÀÊÓÆµ Science lifecycle, with learners encouraged to first think about the problem that needs to be solved before collecting and analysing data.  The course has been developed with the aim that learners will be solving authentic real-world problems that impact their daily lives and their communities.  As learners go through the PPDAC cycle, they will think about the Problem that needs solved, Plan their approach, gather the ÌìÃÀÊÓÆµ that will be required to resolve the problem, Analyse the data, and then Communicate their findings.

Working with Others

Lots of hands together

Learners will be encouraged to work co-operatively to solve problems with data.  The ÌìÃÀÊÓÆµ Science Project unit at Level 5 is a group project and will involve learners working in a small group to identify a problem that interests them and then plan and carry out their analysis.

You can read more about Core Skills in the NPA ÌìÃÀÊÓÆµ Science in the Educators Guide to the NPA (pages 13)

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Delivery models for the NPA ÌìÃÀÊÓÆµ Science /delivery-models-for-the-npa-data-science/ Thu, 05 Nov 2020 22:06:49 +0000 /?p=2190 The NPA in ÌìÃÀÊÓÆµ Science has been designed to fit in flexibly to a wide variety of delivery models within schools and colleges to address the realities of staff time, expertise and enthusiasms as well as learner demand and local industry requirements.  The course can be delivered in a range...

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The NPA in ÌìÃÀÊÓÆµ Science has been designed to fit in flexibly to a wide variety of delivery models within schools and colleges to address the realities of staff time, expertise and enthusiasms as well as learner demand and local industry requirements. 

The course can be delivered in a range of different settings and within different subject areas.  In schools, it is already being delivered by CS, Maths and Geography teachers.  In FE colleges, the NPA has so far been embedded into courses for Health and Social Care students and Car Mechanics students. 

ÌìÃÀÊÓÆµ Science tools and techniques are being used in some many different fields of industry.  The NPA is flexible enough that it can be taught using a wide range of examples, case studies and data sets, or it can be used to focus on a narrower field of application such as health and sports science, or geography and agriculture.

Flexible optional units

Icon diagram showing a woman teaching Computing (with the Computer Programming, ÌìÃÀÊÓÆµ Citizenship and ÌìÃÀÊÓÆµ Science units) and a man teaching Maths (with the ÌìÃÀÊÓÆµ Citizenship, ÌìÃÀÊÓÆµ Science and Statistics units)

The optional unit can be selected to fit in best with the educator’s experience and interests as well as the needs of the learners.  A Computing Science educator might choose to deliver the Computing Programming unit first to introduce the learners to the Python language that they can then use later in the ÌìÃÀÊÓÆµ Science unit.  A Maths lecturer might choose to follow up the core units with the Statistics unit to develop learners’ knowledge and skills beyond the basic statistics concepts covered in the core units.

Interdisciplinary team delivery

Icon diagram showing a woman teaching Geography (with the ÌìÃÀÊÓÆµ Citizenship unit), a woman teaching Science (ÌìÃÀÊÓÆµ Science unit) and a man teaching Maths (with the Statistics unit)

The NPA can be taught across different departments.  For example, ÌìÃÀÊÓÆµ Citizenship could be delivered by Geography or Modern Studies teachers, ÌìÃÀÊÓÆµ Science by a Science or Computing Science teacher, and Statistics delivered by the Maths faculty.  This allows for more flexible timetabling based on staff availability, expertise and interests.

Engaging stand-alone units

Icon diagram showing a woman teaching Geography in one class (with the ÌìÃÀÊÓÆµ Citizenship unit) and a woman teaching Maths in a different class (with the ÌìÃÀÊÓÆµ Science unit)

Each of the units was written so that it could be delivered stand-alone.  For example, the ÌìÃÀÊÓÆµ Citizenship unit could be delivered as part of a digital literacy course or an additional unit in a social studies course. 

Multi-level classes

Icon diagram showing a woman teaching L5 and L6 with one group with the level 5 ÌìÃÀÊÓÆµ Citizenship, level 5 ÌìÃÀÊÓÆµ Science and level 5 ÌìÃÀÊÓÆµ Science Project units and a second group the level 6 ÌìÃÀÊÓÆµ Citizenship, level 6 ÌìÃÀÊÓÆµ Science and level 6 ÌìÃÀÊÓÆµ Science Project units

Multi-level classes are not ideal but they are a reality in many settings.  The core units in the NPA have been written to aid educators who are teaching multiple levels of learners in one class.  Topics can be delivered once to all learners, with some learners given some additional information or responding to assessments in more depth.

Flexibility for Level 4 learners

Icon diagram showing a woman teaching L4 and L5 with one group with the level 4 ÌìÃÀÊÓÆµ Citizenship and level 4 ÌìÃÀÊÓÆµ Science, and a second group with the level 5 ÌìÃÀÊÓÆµ Citizenship, level 5 ÌìÃÀÊÓÆµ Science and level 5 ÌìÃÀÊÓÆµ Security units.

Level 4 only consists of two core units.  This potentially gives Level 4 learners the time and space to reinforce learning by going over familiar concepts in other contexts. 

Icon diagram showing a woman teaching L4 and L5 with one group with the level 4 ÌìÃÀÊÓÆµ Citizenship, level 4 ÌìÃÀÊÓÆµ Science and an extra level 4 ÌìÃÀÊÓÆµ Security unit, and a second group with the level 5 ÌìÃÀÊÓÆµ Citizenship, level 5 ÌìÃÀÊÓÆµ Science and level 5 ÌìÃÀÊÓÆµ Security units.

Alternatively in a multi-level class, Level 4 learners could pick up an additional unit if they have extra time, such as the Level 4 units in Computing Programming or ÌìÃÀÊÓÆµ Security, while the Level 5 learners undertake the Level 5 equivalent. 

Icon diagram showing a woman teaching Maths (with ÌìÃÀÊÓÆµ Citizenship and ÌìÃÀÊÓÆµ Science units) and a separate Numeracy unit

The NPA at Level 4, with only the two core units, could slot into a timetable with a numeracy unit, such as the Numeracy Level 5 unit.  This could be an attractive option for Maths departments looking for real-world maths courses that would engage learners. 

Complementing other
course offerings

Icon diagram showing a woman teaching Computing with one group with the ÌìÃÀÊÓÆµ Citizenship and ÌìÃÀÊÓÆµ Science and ÌìÃÀÊÓÆµ Security units, and man teaching a second Computing group with the same level 5 ÌìÃÀÊÓÆµ Security unit as well as Digital Forensics and Ethical Hacking units.

The ÌìÃÀÊÓÆµ Security unit at Levels 5 and 6 is also part of the NPA in Cybersecurity, so learners could gain two qualifications by completing just five units.  Alternatively, gaining the Statistics unit at Level 6 will also qualify learners for an Award in Statistics.

You can read more about different delivery models and planning for progression in the Educators Guide to the NPA (pages 10-12)

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Topics in the NPA ÌìÃÀÊÓÆµ Science /topics-in-the-npa-data-science/ Thu, 05 Nov 2020 18:17:27 +0000 /?p=2178 Educators new to ÌìÃÀÊÓÆµ Science often wonder what is actually covered in the National Progression Award (NPA) in ÌìÃÀÊÓÆµ Science.  We will explain the main topics covered in the core units of the qualification. There are two core units, in ÌìÃÀÊÓÆµ Science and ÌìÃÀÊÓÆµ Citizenship.  At Level 5 and 6...

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Educators new to ÌìÃÀÊÓÆµ Science often wonder what is actually covered in the National Progression Award (NPA) in ÌìÃÀÊÓÆµ Science.  We will explain the main topics covered in the core units of the qualification.

There are two core units, in ÌìÃÀÊÓÆµ Science and ÌìÃÀÊÓÆµ Citizenship.  At Level 5 and 6 there is also an optional unit (we will cover the choices for this in a separate article.)

A graph showing the core and optional units in the NPA at each level. NPA level 4 has ÌìÃÀÊÓÆµ Citizenship level 4 and ÌìÃÀÊÓÆµ Science level 4 core units. NPA level 5 has ÌìÃÀÊÓÆµ Citizenship level 5 and ÌìÃÀÊÓÆµ Science level 5 core units and optional units of ÌìÃÀÊÓÆµ Security level 5, Computer Programming level 5, Machine Learning level 5, ÌìÃÀÊÓÆµ Science Project level 5 and ÌìÃÀÊÓÆµ Science Statistics level 5. NPA level 6 has ÌìÃÀÊÓÆµ Citizenship level 6 and ÌìÃÀÊÓÆµ Science level 6 core units and optional units of ÌìÃÀÊÓÆµ Security level 6, Computer Programming level 6, Machine Learning level 6, ÌìÃÀÊÓÆµ Science Project level 6, ÌìÃÀÊÓÆµ Science Statistics level 6 and Statistics level 6.

The core units have been written so that they can be delivered either independently or as part of the wider NPA qualification.  As a result, there is some overlap in content and learning concepts that come up in both the ÌìÃÀÊÓÆµ Citizenship and ÌìÃÀÊÓÆµ Science units.  For example, both the ÌìÃÀÊÓÆµ Citizenship and ÌìÃÀÊÓÆµ Science units involve learners understanding what data is and how it is represented and used, interpreting visualisations and carrying out simple summary statistics on data.

1. What is ÌìÃÀÊÓÆµ? 2. Interpreting ÌìÃÀÊÓÆµ 3. What is ÌìÃÀÊÓÆµ Science? 4. Working with ÌìÃÀÊÓÆµ 5. Security 6. Privacy 7. Capturing ÌìÃÀÊÓÆµ 8. ÌìÃÀÊÓÆµ Manipulation 9. Statistics 10. Analysis 11. Visualisation and Storytelling 12. Quality and Management 13. Ethics and Bias 14. Tools and Language

A progression pathway has been developed for teaching the two core units together in order to reduce repetition in content and to introduce learners to important concepts in a logical order.  13 main topics have been pulled together based on the content and concepts covered in the outcomes and performance criteria, with an additional topic that covers tools and languages.

This is not a fixed pathway.  Educators should feel free to introduce topics and concepts in a different order as appropriate to your learning context and situation.  Some topics, such as tools and languages, security, privacy, and ethics and bias could be delivered at various points throughout the course.  Some topics could be revisited in increasing complexity throughout the course, such as the interpreting data topic, where learners could be shown a variety of visualisations regularly as the course progresses (such as a ‘graph of the week’)

You can find out more about the sequencing of topics in the Educators Guide to the NPA (pages 14-15).  The ‘Delivery’ section of the Educators’ Guide (pages 25-41) and the majority of the Learners’ Guide is set out following this progression pathway.

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Assessment in the NPA ÌìÃÀÊÓÆµ Science /assessment-in-the-npa-data-science/ Thu, 05 Nov 2020 18:01:13 +0000 /?p=2174 Educators interested in offering the National Progression Award (or NPA) in ÌìÃÀÊÓÆµ Science often wonder about how assessment works for NPA qualifications, and for the NPA ÌìÃÀÊÓÆµ Science specifically. NPAs are available in a variety of subject areas and assess a defined set of skills and knowledge in specialist vocational areas.  Learners...

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Educators interested in offering the National Progression Award (or NPA) in ÌìÃÀÊÓÆµ Science often wonder about how assessment works for NPA qualifications, and for the NPA ÌìÃÀÊÓÆµ Science specifically.

Scrabble letters spelling ASSESS

NPAs are available in a variety of subject areas and assess a defined set of skills and knowledge in specialist vocational areas.  Learners demonstrate their knowledge and understanding by internal assessments throughout the course.  Practical skills are assessed by performing a practical assessment rather than by using a written final exam.

This NPA in ÌìÃÀÊÓÆµ Science is available at three levels, SCQF levels 4, 5 and 6.  Learners can progress through the levels of the National Progression Award.  If they wish to continue learning about ÌìÃÀÊÓÆµ Science, they can undertake the Professional Development Award (PDA) in ÌìÃÀÊÓÆµ Science at SCQF Levels 7, 8 and 9 at a Further Education College or apply for one of the many degree programmes available in Universities across Scotland.

Centres can set their own assessments for their learners, if they choose.  This should be done by following the evidence requirements information in the Unit Specification documents, and centres should get any assessments reviewed by the SQA prior to use.

However, most centres will prefer to use the assessment materials that have been created for the core units at all three levels.  These are available through the SQA’s SOLAR system.

The assessments for the NPA in ÌìÃÀÊÓÆµ Science are a mix of computer-based project assessments and computer-based tests that are dynamically generated from a bank of questions (for Level 4 and 5 these are all automatically marked.)

This project assessment supports digitally submitted evidence that is tutor-marked online through Solar using associated marking schemes. This is an e-portfolio approach where candidates can access their project multiple times over a set period to upload their evidence.

You can read more about assessment in the Educators Guide to the NPA (pages 16-17)

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Software for the NPA ÌìÃÀÊÓÆµ Science /software-for-the-npa-data-science/ Thu, 05 Nov 2020 15:07:00 +0000 /?p=2162 One of the most common questions we get asked about the new National Progression Award (NPA) in ÌìÃÀÊÓÆµ Science is what software or programming languages will schools need to run the course. The NPA has been designed to provide a great deal of flexibility in the software tools that can...

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One of the most common questions we get asked about the new National Progression Award (NPA) in ÌìÃÀÊÓÆµ Science is what software or programming languages will schools need to run the course.

The NPA has been designed to provide a great deal of flexibility in the software tools that can be used by learners for data gathering, analysis and visualisation.  It was very important that every outcome could be achieved using a selection of different tools that are free (or free for educational use) or open source.  It was also important that there were a range of tools that could be installed as well as a selection of online tools available.

In addition, the NPA can be achieved using only a basic spreadsheet tool, such as Microsoft Excel or Google Sheets.  It is important that learners gain a secure grounding in their knowledge of data science and statistical concepts.  Gaining experience of particular tools or programming language that might be favoured by industry is much less important to learners at this stage of their career.

Spreadsheet tools (Excel and Google Sheets), Point and Click analysis tools (Orange, CODAP), Visualisation packages (PowerBI, Tableau, Infogram) and Programming languages (Python, R)

Although it is not a requirement, Level 6 learners would benefit from carrying out data analysis and visualisation tasks using a programming language.  This would give them an understanding of data science techniques using code and will be a better level of complexity.  Level 6 can be taught using any of the tools though, and it is understood that using a programming language would be particularly challenging when teaching a multi-level class.

You can read more about the different tool and language options in the Educators Guide to the NPA (pages 18-20)

 

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