Implementation Of Frameworks

In light of the planned omnibus (#CSRD, #CSDDD, #EUTaxonomy) proposal, over 90 organizations published a multi-stakeholder statement yesterday. Key message: "Instead of playing ping-pong with the legal framework, we strongly encourage focusing on smart and easy implementation and consider the current lack of key data relevant for the economic transformation." Some highlights: 1️⃣ On Legal Uncertainty: "Any arbitrary change or cut in the standards would risk confusing the market, and demand more efforts from companies which are already investing in the application of the EU standards." 2️⃣ On the 25% Reporting Reduction Goal: "The 25% reduction target for reporting obligations [...] lacks precise modelling and fails to demonstrate how it aligns with the actual reporting requirements necessary to achieve policy objectives: it is arbitrary." 3️⃣ On Needed Evidence for Policy Interventions: "Following the EC Better Regulation principles, any policy intervention must be informed from evidence." My remark here: Such evidence is difficult to produce right now, as we do not have reliable data (only first implementation experiences). The CSRD is not even fully transposed by all countries and CSDDD transposition is in very early stages. 4️⃣ On Adopting a Long-Term View: "It must be recognised that these challenges [implementation costs] will also decrease after two or three reporting cycles. Similarly, the recurring costs are expected to be significantly lower after the first-time investment." The way forward? (1) The Statement points to the need for better practical guidance and implementation support. (2) It also points out to provide capacity building for States so that they can better assist companies, especially SMEs. (3) It also urges to ensure consistency across EU regulations (e.g., on definitions and methods). #sustainability, #esg, #eugreendeal

Framework: Maslow Before Bloom in Education 1. Foundation – Maslow’s Needs 🧩 Physiological: School breakfast/lunch programs, hydration breaks, rest spaces. Safety: Anti-bullying policies, trauma-informed teaching, predictable routines. Belonging: Mentorship, peer-support groups, culturally responsive pedagogy. Esteem: Student voice in decision-making, celebrating effort, not just grades. 2. Structure – Bloom’s Cognitive Growth 🌱 Once foundational needs are supported, teachers can build lessons that: Start with Remember & Understand (recall, comprehension). Move to Apply & Analyze (hands-on, problem-solving). Reach Evaluate & Create (critical thinking, innovation). 3. Real-World Classroom Strategies ✨ Morning check-ins: Quick emotional pulse before academics. Safe space corners: Small areas in classrooms for calming down. Integrated SEL (Social-Emotional Learning) alongside academics. Maslow-informed lesson planning: Each unit considers student context first. 4. Policy Implications 🏫 Metrics should track well-being indicators (safety, inclusion, engagement) alongside test scores. Teacher training must include psychology + empathy-based practice. Schools should be community hubs for nutrition, counseling, and social support.

🌍 UNESCO’s Pillars Framework for Digital Transformation in Education offers a roadmap for leaders, educators, and tech partners to work together and bridge the digital divide. This framework is about more than just tech—it’s about supporting communities and keeping education a public good. 💡 When implementing EdTech, policymakers should pay special attention to these critical aspects to ensure that technology meaningfully enhances education without introducing unintended issues:  🚸1. Equity and Access Policymakers need to prioritize closing the digital divide by providing affordable internet, reliable devices, and offline options where connectivity is limited. Without equitable access, EdTech can worsen existing educational inequalities.  💻2. Data Privacy and Security Implementing strong data privacy laws and secure platforms is essential to build trust. Policymakers must ensure compliance with data protection standards and implement safeguards against data breaches, especially in systems that involve sensitive information.  🚌3. Pedagogical Alignment and Quality of Content Digital tools and content should be high-quality, curriculum-aligned, and support real learning needs. Policymakers should involve educators in selecting and shaping EdTech tools that align with proven pedagogical practices.  🌍4. Sustainable Funding and Cost Management To avoid financial strain, policymakers should develop sustainable, long-term funding models and evaluate the total cost of ownership, including infrastructure, updates, and training. Balancing costs with impact is key to sustaining EdTech programs.  🦺5. Capacity Building and Professional Development Training is essential for teachers to integrate EdTech into their teaching practices confidently. Policymakers need to provide robust, ongoing professional development and peer-support systems, so educators feel empowered rather than overwhelmed by new tools. 👓 6. Monitoring, Evaluation, and Continuous Improvement Policymakers should establish monitoring and evaluation processes to track progress and understand what works. This includes using data to refine strategies, ensure goals are met, and avoid wasted resources on ineffective solutions. 🧑🚒 7. Cultural and Social Adaptation Cultural sensitivity is crucial, especially in communities less familiar with digital learning. Policymakers should promote a growth mindset and address resistance through community engagement and awareness campaigns that highlight the educational value of EdTech. 🥸 8. Environmental Sustainability Policymakers should integrate green practices, like using energy-efficient devices and recycling programs, to reduce EdTech’s carbon footprint. Sustainable practices can also help keep costs manageable over time. 🔥Download: UNESCO. (2024). Six pillars for the digital transformation of education. UNESCO. https://lnkd.in/eYgr922n  #DigitalTransformation #EducationInnovation #GlobalEducation

🚨 Mastering IT Risk Assessment: A Strategic Framework for Information Security In cybersecurity, guesswork is not strategy. Effective risk management begins with a structured, evidence-based risk assessment process that connects technical threats to business impact. This framework — adapted from leading standards such as NIST SP 800-30 and ISO/IEC 27005 — breaks down how to transform raw threat data into actionable risk intelligence: 1️⃣ System Characterization – Establish clear system boundaries. Define the hardware, software, data, interfaces, people, and mission-critical functions within scope. 🔹 Output: System boundaries, criticality, and sensitivity profile. 2️⃣ Threat Identification – Identify credible threat sources — from external adversaries to insider risks and environmental hazards. 🔹 Output: Comprehensive threat statement. 3️⃣ Vulnerability Identification – Pinpoint systemic weaknesses that can be exploited by these threats. 🔹 Output: Catalog of potential vulnerabilities. 4️⃣ Control Analysis – Evaluate the design and operational effectiveness of current and planned controls. 🔹 Output: Control inventory with performance assessment. 5️⃣ Likelihood Determination – Assess the probability that a given threat will exploit a specific vulnerability, considering existing mitigations. 🔹 Output: Likelihood rating. 6️⃣ Impact Analysis – Quantify potential losses in terms of confidentiality, integrity, and availability of information assets. 🔹 Output: Impact rating. 7️⃣ Risk Determination – Integrate likelihood and impact to determine inherent and residual risk levels. 🔹 Output: Ranked risk register. 8️⃣ Control Recommendations – Prioritize security enhancements to reduce risk to acceptable levels. 🔹 Output: Targeted control recommendations. 9️⃣ Results Documentation – Compile the process, findings, and mitigation actions in a formal risk assessment report for governance and audit traceability. 🔹 Output: Comprehensive risk assessment report. When executed properly, this process transforms IT threat data into strategic business intelligence, enabling leaders to make informed, risk-based decisions that safeguard the organization’s assets and reputation. 👉 Bottom line: An organization’s resilience isn’t built on tools — it’s built on a disciplined, repeatable approach to understanding and managing risk. #CyberSecurity #RiskManagement #GRC #InformationSecurity #ISO27001 #NIST #Infosec #RiskAssessment #Governance

AWS did it again! . . Recently, they introduced a new approach that fundamentally changes how devs build agentic workflows. Here's the problem: Most agent frameworks still force you to hardcode workflows, decision trees, and failure paths. That works until the agent encounters something you didn't anticipate. Strands Agents from AWS takes a different approach. Instead of over-engineering orchestration, it leans into the reasoning capabilities of modern models and lets them drive the workflow. You define the goal, provide the tools, and let the agent figure out how to get there. Implementation-wise, you just define three things: - The LLM - The tools - The task That's it. The agent loop takes over from there. At invocation, the model decides whether it needs a tool, which one to use, how to structure the input, and when to stop. Everything is model-driven. So instead of encoding rules like "if math then calculator" or "if API fails then retry," the model handles planning and execution dynamically. The workflow emerges at runtime based on the goal and available tools. I have shared a concrete and real-world example to demonstrate this in the video below. It's an MCP-powered Agent that can create 3Blue1Brown-style videos by just taking a simple prompt, and I worked with the AWS team today to share this with you. The setup was minimal: - I built an MCP server with a tool that executes Manim scripts. - Then defined an Agent with the above tools. No system prompts or workflow rules. From there, the model planned the steps, generated the Manim scene, and invoked the right tool autonomously. A minimal setup can already produce surprisingly capable behavior, and as you add better tools or models, the agent naturally becomes more powerful without rewriting the workflow. The framework is fully open-source and works with any local setup. I've shared a link to the GitHub repo in the first comment. _____ Share this with your network if you found this insightful ♻️ Follow me (Akshay Pachaar) for more insights and tutorials on AI and Machine Learning!

For an effective integration of AI in teaching, building your AI pedagogy is key. A pedagogy means you have a guiding set of ideas, principles, and practices that shape how and why you use AI in your classroom. Part of this pedagogy is knowing how to anchor your work in established integration frameworks. By established, I mean models that have been around long enough for teachers and educators to test them across different contexts, refine their use, and confirm their value through both research and classroom practice. These frameworks provide a stable foundation for decision-making because they’ve already been examined, critiqued, and adapted to real teaching environments. In my book "Teaching with AI: Practical Strategies to Integrate AI in the Classroom", I discuss four frameworks that every teacher be familiar with: SAMR, TPACK, Revised Bloom’s Taxonomy, and the Web of Knowledge. Each of these models can help you think differently about AI’s role in learning design and classroom practice. In this post, I’m sharing a quick guide on TPACK, one of the most influential frameworks for technology integration. The TPACK model encourages teachers to see technology, pedagogy, and content as interdependent parts of teaching. The guide talks about the AI-TPACK extension and shows how TPACK evolves in the age of generative AI. If you’re looking for a framework to help you plan, teach, and reflect on AI integration, start here. The guide provides ideas, self-check questions, and examples you can apply directly in your own classroom. Download link in the first comment! #TeachingWithAI #AIinEducation #TPACK #EdTech #TeacherFrameworks #AIforTeachers #DigitalPedagogy

🔐 Understanding the 7 Steps of the NIST Risk Management Framework (RMF) If you're working in risk, compliance, IT security, or vendor oversight, you've likely heard of the NIST RMF. But what does implementation look like? Here's a breakdown of the 7 steps: 1. Prepare – Laying the Foundation for Risk-Informed Decisions What it means: Establish a strong starting point by identifying key stakeholders, roles, and responsibilities. Clarify who’s accountable for what across cybersecurity, privacy, procurement, compliance, and risk. In practice: Define the roles of system owners, authorizing officials, control assessors, etc. - Create an inventory of all information systems. - Understand the organization's risk tolerance and priorities. 2. Categorize – Understanding the Business Impact of Your Systems What it means: Classify each system based on how critical it is and what kind of data it processes. This step drives the rigor of the controls you’ll need to apply. In practice: Use FIPS 199 and NIST SP 800-60 to assign impact levels (low, moderate, high) for confidentiality, integrity, and availability. - Engage with business owners to understand how downtime or data compromise would affect operations. 3. Select – Choosing the Right Security Controls What it means: Now that the system is categorized, select appropriate security and privacy controls from NIST SP 800-53, based on the impact level. In practice: Use control baselines (Low/Moderate/High) as a starting point. - Tailor controls by adding compensating controls or removing those not applicable. 4. Implement – Bringing Controls to Life What it means: Deploy the selected controls and document how they work in your environment. This step bridges policy and practice. In practice: Configure systems based on secure baseline settings. - Train personnel on relevant control processes (e.g., incident response). 🔍 5. Assess – Testing What You Built What it means: Verify that controls are implemented correctly and doing what they’re supposed to do. In practice: Conduct control assessments (e.g., technical testing, documentation review, interviews). - Use independent assessors where required. 6. Authorize – Making a Risk-Based Decision What it means: Senior officials decide whether to authorize the system to operate, based on the residual risk identified during assessment. In practice: Prepare a risk summary (including known weaknesses and POAMs – Plans of Action and Milestones). - Articulate business benefits vs. residual risk. 7. Monitor – Stay Sharp, Stay Safe What it means: Continuously monitor system controls and risk posture. The environment, threats, and vendors are constantly changing. In practice: Conduct periodic control reviews and vulnerability scans. - Track changes in system architecture or third-party integrations. #NISTRMF #CyberSecurity #TPRM #InformationRisk #ThirdPartyRisk #Governance #Compliance #RiskManagement #SecurityFramework #3prm Source: https://grclab.com

🎯 From “I Do” to “You Do”: Empowering Learners Through the Gradual Release of Responsibility In today’s classrooms, true learning happens when students move from dependence to independence with confidence and clarity. One powerful framework that supports this journey is the Gradual Release of Responsibility (GRR) Instructional Model. 🔹 1. Focus Lesson – “I Do” Teacher Responsibility: High | Student Responsibility: Low This is the demonstration or modeling phase. The teacher: • Sets clear learning intentions and success criteria • Provides explicit instruction aligned to content and skills • Thinks aloud to make cognitive processes visible • Models strategies, problem-solving steps, and expected outcomes • Checks for understanding through targeted questioning Students observe, listen actively, and begin building foundational understanding. This phase ensures clarity before practice begins. 🔹 2. Guided Instruction – “We Do It Together” Teacher Responsibility: Shared | Student Responsibility: Increasing Here, learning becomes interactive. The teacher: • Works with small groups or the whole class • Uses prompts, cues, and scaffolds • Asks strategic questions • Provides immediate feedback Students: • Respond to questions • Share their thinking • Ask clarifying questions • Engage in supported practice This stage reduces misconceptions and strengthens conceptual understanding through collaboration and guidance. 🔹 3. Productive Group Work – “You Do It Together” Teacher Responsibility: Supportive | Student Responsibility: Shared Students collaborate to deepen learning by: • Discussing ideas • Solving problems collectively • Supporting peers • Applying strategies modeled earlier The teacher monitors progress, provides assistance when necessary, and ensures learning goals are being met. This phase builds communication skills, accountability, and peer learning. 🔹 4. Independent Learning – “You Do It Alone” Teacher Responsibility: Minimal | Student Responsibility: High Students independently apply knowledge and skills to: • Practice concepts • Demonstrate mastery • Transfer learning to new contexts The teacher observes, assesses, and provides feedback to inform next steps. This stage develops autonomy, confidence, and ownership of learning. 🌟 Why GRR Matters ✔ Encourages student agency ✔ Builds critical thinking skills ✔ Supports differentiated instruction ✔ Strengthens formative assessment practices ✔ Creates a clear structure for lesson design ✔ Promotes deeper understanding rather than surface learning When implemented intentionally, GRR transforms classrooms into dynamic learning communities where responsibility gradually — and purposefully — shifts to students. #GradualRelease #InstructionalDesign #StudentAgency #ExplicitTeaching #CollaborativeLearning #IndependentLearners #TeachingStrategies #EducationLeadership #FormativeAssessment #ProfessionalLearning

Good schools might not hit Effective under Ofsted 2025. Here’s how to make sure yours does. Under the new framework, the goalposts have shifted, and many schools that were comfortably ‘Good’ before may not yet meet Expected in key areas — especially around inclusion, curriculum consistency, and impact. The 2025 framework raises the bar: ✅ Every pupil’s progress — especially disadvantaged and SEND — now sits at the heart of evaluation. ✅ Curriculum and teaching must show coherence, sequencing, and evidence of learning. ✅ Leadership must demonstrate sustained impact, not just good intent. As teachers, it's important that pupils know the success criteria for what they are learning. In the same way, school leaders need to know the key elements of the new Ofsted criteria too. Therefore, to help schools see clearly where they stand, I’ve developed the School Standards Baseline 2025 — the first in my School Standards Framework series. It’s a quick, practical way to review the core teaching and learning elements of the new framework (I haven't included PD and WB, safeguarding or Attendance and Behaviour): - Achievement - Inclusion - Curriculum & Teaching - Early Years - Leadership and Governance Each area includes simple, clear, evidence-based actions to help schools secure ‘Expected’ — and stay inspection-ready. In my role, it is a privilege to help leaders evaluate and secure consistent effectiveness before Ofsted calls. If you’d like a copy of the Baseline Tool, (or the securing 'strong') or want to talk through how I can help your school prepare, send me a message. I can’t always guarantee capacity — but if I can, I’ll share the framework and walk you through how to use it effectively. #Ofsted2025 #SchoolImprovement #Leadership #TeachingAndLearning #Inclusion #Curriculum #SchoolLeadership