Quality Assurance Protocols

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Summary

Quality-assurance-protocols are systematic procedures that help organizations consistently deliver products and services that meet established standards for safety, reliability, and performance. These protocols are used across industries—from food processing and manufacturing to mining and healthcare—to prevent defects and maintain high quality throughout every step of production.

  • Document your process: Keep clear and updated records of every quality checkpoint so you can track compliance, identify issues early, and support audits or reviews.
  • Train your team: Make sure everyone understands the correct procedures and why they matter, helping to reduce mistakes and encourage accountability.
  • Review and update regularly: Adjust protocols as regulations, technology, or best practices change, so your systems stay practical and reliable.
Summarized by AI based on LinkedIn member posts
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  • View profile for Somesh Rathor

    Undergraduate of Life Science 🧬 | BSc. Biotechnology (Honors) 🧪🦠 | “| Future Biotechnologist in Biotech & Healthcare” | photography | videography | Video editer | research and Innovation 📍 Mandsaur University

    1,524 followers

    Deep Dive into Quality Control & Quality Assurance in Food Processing Definition: Quality Control (QC): QC is a reactive process that focuses on detecting and correcting defects in food products. It involves inspecting, testing, and monitoring during various stages of food production — from raw materials to the final packaged product. Quality Assurance (QA): QA is a proactive, systematic approach aimed at preventing defects by ensuring that the entire process is well-designed and controlled. It sets the standards and processes that guarantee quality is built into the product from the beginning. --- What I Learned – Key Concepts: Quality Control (QC) Activities: Raw Material Inspection: Ensuring only safe and high-quality ingredients are accepted. Process Control: Monitoring critical parameters like temperature, pH, pressure during production. In-Process & Final Testing: Checking product quality during and after production (microbial, chemical, sensory testing). Regulatory Compliance: Meeting national and international standards (FSSAI, ISO 22000, Codex Alimentarius). Traceability Systems: Tracking ingredients and processes for quick recall if needed. Labeling & Packaging Check: Ensuring accurate information and sealed, tamper-proof packaging. Technology in QC: Use of sensors, automation, and AI for real-time monitoring. Employee Hygiene & Training: Reducing contamination risks through skilled handling. --- Quality Assurance (QA) Strategies: Setting Quality Standards: Defining safety, nutritional, and sensory expectations. HACCP Implementation: Identifying hazards and controlling critical points in the process. Supplier Quality Management: Auditing and monitoring raw material sources. Standard Operating Procedures (SOPs): Written guidelines for every critical task. Corrective and Preventive Action (CAPA): Finding root causes and preventing repetition. Internal Audits: Regular checks for system performance and compliance. QA-QC Coordination: Ensuring both planning (QA) and execution (QC) work together. Documentation & Records: Maintaining logs for transparency and audit trails. Continuous Improvement: Applying TQM, Six Sigma to enhance efficiency and safety. --- Why It Matters: Ensures safe, high-quality food for consumers Helps meet regulatory and global food standards Reduces recall costs and brand damage Supports innovation and efficient production #QualityControl #QualityAssurance #FoodProcessing #Biotechnology #FoodSafety #HACCP #QAQC #ISO22000 #Microbiology #RegulatoryAffairs #LifeSciences #LinkedInLearning #FunctionalFoods #FoodTech

  • View profile for Dr Tauseef Mehrali

    VP Regulatory | GP | “Optimistic Optimiser”

    3,236 followers

    📢 "Our QMS should serve us, not the other way around!" 📢 This was a key message in our All Hands Meeting yesterday as we kicked off a company-wide initiative to revitalise our processes. As an ISO 13485 certified manufacturer, we know robust processes are vital in meeting quality objectives - but they need to work for the teams using them. Otherwise the fundamental purpose of a QMS - a set of processes and procedures that ensure a business consistently meets customer requirements and delivers quality products and services - is undermined. ❤️ I might have pushed the boat out a little too far when I suggested that it might even be possible to love an SOP but we live in hope. ⚠️ Here are 5️⃣ warning signs your SOPs might need a refresh (and how to fix them): 1️⃣ The "Optional" Perception When teams view SOPs as optional guidelines rather than essential tools, it often signals a disconnect between process and purpose. Make the link explicit between SOPs and quality outcomes. Attaching meaningful metrics to SOPs can further strengthen this link - does the SOP do what it’s meant to do? 2️⃣ The Knowledge Gap If your team doesn't know SOPs exist or where to find them, centralisation is key. In SaMD development, tribal knowledge isn't enough - we need consistent, accessible, controlled documentation. 3️⃣ The Utility Problem SOPs should be written by and for the people doing the work. In SaMD development, this means ensuring procedures reflect actual workflows while meeting regulatory requirements. A good test for whether a process is useful: does anyone want to own it?! 4️⃣ The Trust Issue  Outdated or incorrect SOPs erode confidence. Create clear paths for updates and feedback - quality systems should evolve with processes. 5️⃣ The Perfectionist Trap An SOP needs to be practical yet comprehensive - a difficult balance to strike! Too much can be as problematic as too little. Make SOPs skimmable with clear checklists for validation. 🎯 The goal isn't bureaucracy - it's enabling consistent, high-quality outputs while meeting regulatory requirements. An effective QMS should feel like a helpful framework rather than a constraining box. 💡 Consider providing TL;DRs for each SOP. Make it clear when an SOP applies and when it doesn’t, not too dissimilar to indications for use. Cater for different types of information absorption: written, graphics, audio and, dare I say it, videos. What's your experience? How do you balance regulatory compliance with practical usability in your SOPs?

  • View profile for Krishna Nand Ojha

    Senior Manager @GAC, Qatar | Ex-Global Manager @Samsung E & A | ASQ: CMQ/OE, CSSBB, CCQM | CQP MCQI | IRCA ISO LA 9001, 14001 & 45001 | CSWIP 3.1, BGAS Gr.2 | PMI: PMP, RMP, PMOCP | PhD, MBA, B.Tech, B.Sc |QA/QC Manager

    44,188 followers

    🔎Piping Inspection & Test Plan (ITP) – Why It Matters in EPC Projects In the Oil & Gas and Petrochemical sector, piping is a critical discipline where failure can have serious safety, cost, and schedule implications. That’s why a robust Inspection & Test Plan (ITP) is not just paperwork—it’s the quality roadmap for project execution. 🔹 What is a Piping ITP? An ITP defines what will be inspected, when, how, and by whom. It aligns contractors, subcontractors, and clients under a clear quality assurance framework, reducing rework, delays, and disputes. 🔑 Key Activities in a Piping ITP 1️⃣ Material Receiving & Verification – Checking heat numbers, MTCs, markings, and traceability. 2️⃣ Storage & Handling – Ensuring pipes, fittings, and valves are stored properly to avoid corrosion/damage. 3️⃣ Fit-up & Alignment – Root gap, bevel angle, and alignment inspection before welding. 4️⃣ Welding Control – WPS/PQR/WPQ compliance, welder qualification, interpass temperature monitoring. 5️⃣ In-process & Post-weld Inspection – Bead appearance, profile, surface defects. 6️⃣ Non-Destructive Testing (NDT) – RT, UT, MT, PT to ensure weld integrity as per ASME/API/ISO. 7️⃣ PWHT (if applicable) – Monitoring cycle, soak time, and reviewing charts. 8️⃣ Dimensional Checks – Verifying routing, support spacing, flange orientation. 9️⃣ Pressure Testing – Hydrostatic or pneumatic testing with calibrated instruments. 🔟 Flushing & Cleaning – Ensuring lines are free from debris, rust, oil, and foreign material. 1️⃣1️⃣ Reinstatement & Box-up – Checking gaskets, torqueing, valve orientation before handover. 1️⃣2️⃣ Final Documentation – Compiling QC dossiers for client approval and project closure. 🏗️ Inspection Categories Used H (Hold): Work cannot proceed without client/consultant approval. W (Witness): Activity to be witnessed by client/consultant. S (Surveillance): Random monitoring during execution. R (Review): Review of documents/records. M (Monitor): Contractor may proceed, QA/QC to monitor. 💡 A well-prepared ITP ensures: ✔ Compliance with ASME B31.3, ASME Sec. IX, API, ISO, and client specifications (ARAMCO, ADNOC, SABIC, EIL, etc.) ✔ Clear division of responsibilities between contractor and client ✔ Better risk management and fewer surprises at later stages ✔ Stronger client confidence in project execution 👉 Over to you: What additional checkpoints or best practices do you usually include in your Piping ITPs? I’d love to hear how different organizations approach this. ✨ Found this helpful? 🔔 Follow me Krishna Nand Ojha, and my mentor Govind Tiwari,PhD for insights on Quality Management, Continuous Improvement, and Strategic Leadership Let’s grow and lead the quality revolution together! 🌟 #piping #QAQC #inspection #construction #oilandgas #engineering #qualitymanagement #projectmanagement

  • View profile for AVINASH CHANDRA (AAusIMM)

    Exploration Geologist at International Resources Holding Company (IRH), Abu Dhabi, UAE.

    8,944 followers

    The Critical Role of QAQC in Mineral Exploration and Mining: Ensuring Data Integrity and Project Success In the mineral exploration and mining industries, Quality Assurance and Quality Control (QAQC) are fundamental for ensuring reliable data, minimizing risks, and optimizing resource development. A robust QAQC system ensures standardized procedures throughout exploration—from sampling to analysis—enhancing decision-making and minimizing uncertainties. 1. Sample Collection & Handling Accurate exploration results depend on careful sampling protocols. Samples must be representative, collected properly, and preserved to avoid contamination. Chain-of-custody tracking ensures sample integrity from field collection to laboratory analysis. 2. Geological Logging Geological logging is essential for creating resource models. Accurate, consistent logging of lithology, mineralization, and alteration data is crucial for reliable resource estimation and modeling. 3. Laboratory Analysis Analytical methods must be precise and standardized. Laboratories should use accredited techniques (e.g., ICP, XRF, fire assays) and regularly calibrate equipment to ensure accurate assay results. 4. Certified Reference Materials (CRMs), Blanks, and Duplicates The use of CRMs, blanks, and duplicates in assay batches helps identify errors in the analysis, verify assay accuracy, detect contamination, and assess precision. 5. Geophysical & Geochemical Survey QAQC QAQC in geophysical and geochemical surveys ensures that instruments are calibrated correctly and consistent methods are used. Environmental corrections and quality control in geochemical sampling ensure the reliability of survey data. 6. Data Integrity and Management QAQC in data management is essential for maintaining the integrity of geological data. Proper validation checks allow for early detection of discrepancies, ensuring that only accurate, verifiable data is used in resource modeling. 7. Drill Core Sampling Drill core sampling protocols are key for obtaining representative samples. Duplicate sampling and assay validation help ensure that core results reflect the true characteristics of the deposit, supporting accurate resource estimation. 8. Statistical Analysis Geostatistical methods, like kriging and cross-validation, help evaluate assay data variability and optimize resource models by quantifying uncertainty and identifying anomalies. 9. Reporting Standards & Regulatory Compliance Adhering to international reporting standards such as JORC, NI 43-101, and SAMREC ensures transparency and consistency in resource reporting, providing confidence to stakeholders and investors. By embedding QAQC principles across all stages of exploration, companies can ensure more accurate resource estimations, reduce risks, and improve the efficiency and success of their mining operations. #QAQC #MineralExploration #Geology #GeochemicalAnalysis #GeologicalLogging #ResourceEstimation #GeologicalData

  • View profile for MURAT BASAR

    Associate Research Scientist at Yale School of Medicine / Associate Director of the Yale Endocrinology & Yale Sperm Physiology Laboratories

    4,627 followers

    🔬 Quality Assurance in the Embryology Lab: The Keystone of Reproductive Success 🔬 In the complex world of embryology, quality assurance is not just a protocol—it is the cornerstone of success. As an experienced clinical embryologist, I continually explore the latest advancements in Quality Assurance (QA) that elevate our practice standards. Today, I share cutting-edge strategies for redefining excellence in embryology labs. 🧪 Robust QA Protocols: Recent literature underscores the importance of stringent QA measures. These include comprehensive standard operating procedures, meticulous record-keeping, and regular proficiency testing to ensure the highest accuracy and reliability in our embryological assessments and interventions.  🖥 AI in Embryology: Integrating Artificial Intelligence (AI) in QA processes revolutionizes how we approach reproductive technologies. AI-driven systems minimize technician variability, enhance decision-making algorithms, and provide non-invasive predictions of embryo quality and may be euploidy status with unprecedented precision. 🌐 International Guidelines and Best Practices: Adhering to evidence-based international guidelines is pivotal. These guidelines, formulated from extensive research and consensus, provide a framework for assessing and managing complex conditions like PCOS, directly impacting the protocols we employ in the embryology lab. 🛠 Innovative Culture Systems: Closed Embryo Culture Systems (CECSs) and time-lapse microscopy are at the forefront of embryonic development monitoring. These technologies allow us to maintain stable incubation conditions while continuously assessing embryo viability markers, ensuring optimal development outcomes. 🔄 Engaging the Community: I invite embryologists and physicians to discuss the QA strategies that have transformed your practice. What innovations have you adopted, and how have they impacted the success rates of your practice? 🤝 Connect for Excellence: For those who are as passionate about QA in embryology as I am, let us connect. #QualityAssurance #EmbryologyLab #ReproductiveTechnology #ArtificialIntelligence #Embryologist #PrecisionIVF

  • View profile for Raphael Indakwa

    Analytical Chemistry Graduate | Aspiring Intern in Pharmaceutical Quality Control & Research | Open to Global Opportunities/

    2,003 followers

    #From raw materials to finished product—as handled by Quality Control (QC) and Quality Assurance (QA): 1. Raw Materials Testing (QC Stage) Sampling: Raw materials (e.g., APIs, excipients) are sampled as soon as they arrive. ✓Testing: QC analysts perform tests like: =Identification (FTIR, UV-Vis, HPLC) =Purity and potency (Titration, HPLC, GC) =Microbial limits (for certain materials) #Approval/Quarantine: If results meet specifications, the material is released for production; otherwise, it's quarantined or rejected. 2. In-Process Testing (QC Stage) ✓During manufacturing, QC monitors the production steps to ensure everything is within control: =pH, temperature, and reaction times =Tablet hardness, weight, and friability (in solid forms) =Viscosity or clarity (in liquids) ✓These checks help prevent deviations before the final product is made. 3. Finished Product Testing (QC Stage) ✓After production, the final product undergoes =Assay (to check active content) =Dissolution (for tablets/capsules) =Sterility/microbial testing (for injectables/liquids) =Uniformity and physical appearance ✓Results are recorded in a Certificate of Analysis (CoA). 4. Documentation and Review (QA Stage) ✓QA reviews all QC data and batch production records to verify: =Compliance with Good Manufacturing Practices (GMP) =No deviations or out-of-spec results =All procedures were followed correctly ✓QA also ensures traceability and data integrity. 5. Final Product Release (QA Decision) ✓QA has the final say on whether a batch can be: =Released to the market =Held for further investigation =Rejected due to non-compliance

  • View profile for MOHANRAJ SHANKAR

    Quality & Compliance Professional | 6+ Years in IPQA, Reserve Sample Management & QMS | Regulatory audits | ICE values

    2,179 followers

    ✅ Quality Management System (QMS) Components & Key Industry Concepts A QMS is a structured framework used by organizations to ensure that their products or services consistently meet customer and regulatory requirements. A well-implemented QMS fosters continuous improvement, operational efficiency, and enhanced customer satisfaction. 🔹 QMS Core Components 1. Risk Management Identify, assess, and mitigate risks that could impact product quality or safety. Tools: Risk Assessments, FMEA, SWOT Analysis 2. Deviation Management Detect and handle any deviations from standard operating procedures or quality expectations. Tools: Deviation Reports, Root Cause Analysis, Corrective Action Plans 3. Equipment Management Maintain, calibrate, and qualify equipment to ensure reliable and accurate performance. Tools: Maintenance Logs, Calibration Records, Qualification Protocols 4. Document Management Control creation, revision, distribution, and archiving of critical quality documents (SOPs, policies, etc.). Tools: Document Control Systems, SOP Templates, Electronic Record Systems 5. Audits & Inspections Conduct internal and external audits to ensure compliance with quality standards and regulatory requirements. Tools: Audit Checklists, Inspection Reports, Compliance Dashboards 6. CAPA Management Address root causes of nonconformities and implement preventive measures to avoid recurrence. Tools: CAPA Forms, 5 Whys, Fishbone Diagrams 7. Supplier Management Qualify, monitor, and evaluate suppliers to ensure they meet quality expectations. Tools: Supplier Audits, Qualification Protocols, Performance Scorecards 8. Training Management Ensure employees are trained, competent, and aware of QMS responsibilities. Tools: Training Curricula, LMS, Competency Evaluations 📘 Keywords & Industry Concepts 1. Quality Assurance (QA) A process-oriented approach focused on preventing defects by ensuring quality is embedded in every step. 2. Quality Control (QC) A product-focused method involving testing and inspections to detect defects. 3. Lean Manufacturing A production philosophy aimed at reducing waste and optimizing processes without compromising value. 4. Six Sigma (DMAIC) A methodology for process improvement through a structured five-step approach: • Define, Measure, Analyze, Improve, Control 5. 5S Methodology A workplace organization system: • Sort, Set in Order, Shine, Standardize, Sustain 6. ISO 9001 An international standard specifying QMS requirements to ensure consistent product/service quality and continual improvement. 7. FMEA A risk analysis technique used to identify and prioritize potential failure modes and their effects. 8. PDCA (Plan-Do-Check-Act) A cycle for continuous improvement and iterative process enhancement. 9. Total Quality Management (TQM) An organization-wide philosophy where all employees participate in improving processes, products, and services.

  • View profile for Vishnu Sabhahit

    Professor of Practice | Certified Senior Supply Chain Professional | Lead Auditor ISO 9001:2015 ISO 45001:2018 | IRCA | CQI|TUV SUD Asia |

    2,648 followers

    **Navigating the Quality Assurance Landscape: A Deep Dive into PPAP, FMEA, CP, and APQP Documentation Processes** Quality assurance is the foundation of successful manufacturing, ensuring that products meet stringent standards and customer expectations. In this article, we look into into four essential documentation processes . PPAP (Production Part Approval Process), FMEA (Failure Mode and Effects Analysis), CP (Control Plan), APQP (Advanced Product Quality Planning) Exploring their differences, significance, and industry-specific examples. **1. PPAP (Production Part Approval Process):** **Purpose:** PPAP verifies that a supplier's production process can consistently produce parts meeting specifications. **Significance:** Ensures seamless collaboration between suppliers and manufacturers. **Example:** Automotive giants like **Toyota** employ PPAP for supplier approvals, enhancing overall production efficiency. **2. FMEA (Failure Mode and Effects Analysis):** **Purpose:** Identifies potential failure modes in a system and assesses their impact. **Significance:** Proactively addresses and mitigates risks in the design and manufacturing process. - **Example:** Aerospace leaders like **Airbus** rely on FMEA to enhance the safety and reliability of their components. **3. CP (Control Plan):** - **Purpose:** Outlines the controls in place to maintain product quality. - **Significance:** Establishes a systematic approach to quality control throughout the production process. **Example:** Medical device manufacturers such as **Johnson & Johnson** implement CP to adhere to stringent quality standards. **4. APQP (Advanced Product Quality Planning):** **Purpose:** Ensures that the entire manufacturing process is aligned with customer needs. **Significance:** Enhances communication between cross-functional teams and reduces the risk of defects. **Example:** Electronic industry leaders like **Samsung** employ APQP to bring high-quality products to market swiftly. **Differences and Synergies:** **PPAP vs. FMEA:** While PPAP focuses on process approval, FMEA hones in on identifying and preventing potential failures. **CP vs. APQP:** Control Plans (CP) detail specific quality controls, whereas Advanced Product Quality Planning (APQP) is a broader process encompassing planning, design, and manufacturing. In conclusion, mastering the intricacies of PPAP, FMEA, CP, and APQP processes is pivotal for manufacturers committed to delivering top-notch products. By understanding their differences, significance, and witnessing their application in renowned companies, industry professionals can elevate their approach to quality assurance LEARN AND SHARE !! Please share your thoughts /views/perspectives .

  • View profile for MANMOHAN SINGH Chemicals,Instrumentation,Microbiology

    Quality Control/ Quality Assurance Professional

    9,427 followers

    Quality Control (QC) in the pharmaceutical industry is critical to the safety, efficacy, and consistency of pharmaceutical products. It involves rigorous testing, inspections, and compliance with regulatory standards to detect and prevent defects or deviations in the manufacturing process. QC is vital in maintaining public health and safety. Importance of Quality Control and Quality Assurance in Pharmaceutical Industry Quality control (QC) and Quality Assurance (QA) are paramount in the pharmaceutical industry for several crucial reasons. QC involves systematically examining and testing pharmaceutical products at various stages of production to identify and rectify defects or variations. It ensures that each product meets the specified quality standards before reaching the market, safeguarding patient safety. QA, on the other hand, focuses on establishing and maintaining a robust system of processes, documentation, and standards to prevent quality issues in the first place. It encompasses not only product quality but also the quality of the entire pharmaceutical manufacturing and distribution process. Both QC and QA are essential for regulatory compliance and to gain the trust of healthcare authorities and consumers. They help mitigate the risk of product recalls, adverse events, and legal repercussions while enhancing a pharmaceutical company's reputation for reliability and integrity. In an industry where product quality directly impacts public health, QC and QA are indispensable for ensuring pharmaceuticals' safety, efficacy, and consistency. Pharmaceutical Guidelines for Quality Control Stringent regulatory guidelines guide quality control in pharmaceutical industry to ensure pharmaceutical products' safety, efficacy, and reliability. These guidelines are established by various regulatory bodies, including the United States Food and Drug Administration (FDA), the European Medicines Agency (EMA), and the International Council for Harmonization of Technical Requirements for Pharmaceuticals for Human Use (ICH). Here are some key pharmaceutical guidelines for quality control: Good Manufacturing Practices (GMP): GMP guidelines provide comprehensive standards for the manufacturing, testing, and quality control of pharmaceutical products. They cover facility design, personnel training, documentation, and quality assurance. Good Laboratory Practices (GLP): GLP guidelines focus on the quality and integrity of laboratory data generated during pharmaceutical development and testing. They ensure that testing and analytical procedures are accurate and reliable. Pharmacopeial Standards: Pharmacopeias like the United States Pharmacopeia (USP) and the European Pharmacopoeia (Ph. Eur.) establish standards for the quality of pharmaceutical ingredients and finished products. Compliance with these standards is often mandatory.

  • View profile for Mohaned Elias Hassan

    Senior Geologist @ Sudanese Mineral Resources Company SMRC | Expertise in Geology and Exploration

    4,229 followers

    Quality Assurance (QA) and Quality Control (QC) are critical components of any mineral exploration project to ensure the reliability and accuracy of the data collected, which ultimately affects the interpretation and decision-making processes. Here's a breakdown of how QA and QC are typically applied in mineral exploration: #Quality #Assurance (QA) QA is the overarching process that ensures that all procedures and practices in the exploration project are carried out systematically and meet predetermined standards. It includes: 1. #Standard #Operating #Procedures (SOPs): Establishing and following SOPs for sampling, sample handling, logging, and assaying to minimize errors and biases. 2. #Training: Ensuring all team members are properly trained and competent in their roles to maintain consistency in data collection and processing. 3. #Documentation: Keeping detailed records of procedures, equipment calibration, and maintenance logs to ensure traceability and transparency. 4. #Sample #Security: Implementing measures to protect the integrity of samples, such as proper labeling, secure storage, and chain-of-custody protocols. 5. #Audits: Regular internal and external audits to verify that QA protocols are being followed and to identify areas for improvement. #Quality #Control (QC) QC involves the specific measures taken to monitor and verify the accuracy and precision of data collected during the exploration process. It includes: 1. #Blanks: Using blank samples to detect contamination during sample preparation and analysis. This is something you're already familiar with and use to quickly identify contamination issues. 2. #Standards (Certified Reference Materials): Inserting standards into the sample stream to assess the accuracy of the analytical methods and to detect any systematic errors. 3. #Duplicates: Analyzing duplicate samples to check the precision of sampling and analytical processes. This can include field duplicates, coarse duplicates, and pulp duplicates. 4. #Control #Charts: Plotting results of standards and blanks on control charts to visually monitor data quality over time and quickly identify any deviations or trends. 5. #Data #Verification: Regularly reviewing and verifying data for any inconsistencies, outliers, or errors. This can include re-assaying or re-sampling in case of suspicious results. 6. #Cross-Lab #Checks: Sending a subset of samples to a secondary laboratory to verify the results from the primary lab, ensuring that the data is consistent and reliable. #Application #in #Exploration** - #Geochemical #Sampling: Implementing QC procedures in soil, rock, and stream sediment sampling to ensure representativeness and reliability of the geochemical data. - #Drilling #Programs: Incorporating QA/QC in core logging, sample splitting, and assaying to maintain the integrity of the geological data. - #Resource #Estimation: Using variograms and other geostatistical tools to evaluate the spatial variability. https://t.me/OreZone

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