Incrementar - Parte 2 y Controlar from Coursera

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Syllabus

Análisis de regresión múltiple

La regresión lineal múltiple y polinomial nos permite modelar un sistema, como un proceso productivo, a partir de la medición de múltiples factores. Lo que se busca en el modelo es poder definir cuáles factores son relevantes y cuáles no, estableciendo un modelo matemático que permita predecir el comportamiento del sistema, medido mediante una variable dependiente Y, a partir del comportamiento de múltiples variables independientes Xs.

Control estadístico de proceso

El control estadístico de proceso nos permite monitorear el error aleatorio. Cuando el proceso se encuentra bajo control, el error aleatorio se comporta de manera normal en torno a la media de la variable de proceso que estamos monitoreando con una desviación estándar determinado. Cuando alguna de las múltiples variables que conforman el error aleatorio comienza a tomar “protagonismo”, desgaste de un herramental, cambio en la formulación, cansancio de un operador, etc., se podrán observar patrones identificables que pueden alertar sobre la pérdida de control en el proceso.

Herramientas de estabilidad

Un sistema Lean de pull tiene el propósito de crear un flujo de trabajo y el trabajo se “jala” solo si existe una demanda. Esencialmente, el propósito de implementar un sistema pull es construir productos basándose en la demanda real y no en pronósticos. Al hacerlo, la empresa puede enfocarse en eliminar las actividades de desperdicio del proceso de producción. Como resultado, se pueden optimizar los recursos y reducir la probabilidad de exceso de inventario. Además, aplicar un sistema pull permitirá entregar el trabajo justo a tiempo. "Justo-a-tiempo" es un modelo de producción en donde los entregables se producen para satisfacer las demandas reales y evitar el exceso de inventario y las estrategias de “empuje”.

Herramientas de Solución y control

La etapa Control del ciclo DMAIC tiene dos propósitos. El primero es determinar si la implementación de las soluciones está siendo efectiva para abordar el problema que dio origen al proyecto. Para esto se deben realizar nuevas mediciones y análisis de las variables críticas de calidad y contrastarlas con los valores iniciales antes de implementar la mejora. Si el proyecto ha sido exitoso se observarán mejoras en grados suficientes, lo que nos permitirá afirmar que se han cumplido los objetivos propuestos inicialmente.

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Esta destinado a profesionales y estudiantes de Ingeniería Industrial, Gestión de Operaciones y carreras afines

Presenta una mezcla de herramientas cuantitativas y cualitativas

Explora herramientas para construir modelos matemáticos predictivos mediante regresión lineal múltiple y regresión polinomial

Introduce las herramientas Lean de Kanban y Mantenimiento Productivo Total (TPM) para mejorar el desempeño de los procesos

Presenta el Control Estadístico de Procesos como una herramienta para detectar patrones que pueden provocar no conformidades

Introduce herramientas de manufactura esbelta como Poka Yoke para evitar errores y la técnica de reporte A3 para solucionar problemas

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Incrementar - Parte 2 y Controlar with these activities:

Review of statistical concepts

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Refresh your knowledge of statistical concepts such as probability, distributions, and hypothesis testing to support your understanding of statistical process control in this course.

Browse courses on Statistical Concepts

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Review notes or textbooks on basic statistics
Practice solving probability and distribution problems
Review concepts related to hypothesis testing, such as null and alternative hypotheses and significance levels

Create a presentation on Lean manufacturing principles

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Develop a presentation that explains the principles and benefits of Lean manufacturing, showcasing your understanding of waste reduction and process improvement techniques.

Browse courses on Lean Manufacturing

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Research and gather information on Lean manufacturing principles
Create a visually engaging and informative presentation
Present your findings to an audience, explaining the concepts and providing real-world examples

Practice regression analysis

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Reinforce your understanding of regression analysis by practicing with various datasets. This will enhance your ability to build and interpret regression models in this course.

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Find datasets suitable for regression analysis
Apply multiple regression techniques to the datasets
Interpret the results of the regression models, including the coefficients, R-squared, and p-values

Five other activities

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Tutorials on Kanban and TPM

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Explore tutorials and resources on Kanban and Total Productive Maintenance (TPM) to gain insights into improving process stability and reducing downtime.

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Search for online tutorials or courses on Kanban and TPM
Follow the tutorials, practicing the techniques and concepts
Apply what you learn to real-world scenarios or case studies

Group discussions on Control Charts

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Engage in discussions with peers to deepen your understanding of Control Charts and their application in monitoring process performance.

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Join or create a study group or online forum
Prepare questions or topics for discussion related to Control Charts
Participate actively in the discussions, sharing insights and learning from others

Develop a Poka-Yoke solution

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Design and implement a Poka-Yoke solution to prevent errors in a specific process, demonstrating your understanding of error-proofing techniques.

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Identify a process or task where errors commonly occur
Analyze the process to determine potential failure points
Develop a Poka-Yoke solution to eliminate or minimize the risk of errors
Implement the solution and evaluate its effectiveness in reducing errors

Volunteer for a process improvement project

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Apply your knowledge of Lean Six Sigma tools and techniques by volunteering for a process improvement project, gaining practical experience in identifying and solving real-world problems.

Browse courses on Process Improvement

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Identify organizations or initiatives that focus on process improvement
Reach out and offer your services as a volunteer
Participate in the project, working with a team to analyze processes, identify areas for improvement, and implement solutions

Attend a workshop on Lean Six Sigma tools and techniques

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Participate in a workshop led by industry experts to gain hands-on experience with Lean Six Sigma tools and techniques, enhancing your practical knowledge.

Browse courses on Lean Six Sigma

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Find and register for a reputable workshop on Lean Six Sigma
Attend the workshop and actively participate in the exercises and discussions
Apply the knowledge and skills gained in the workshop to your own projects or workplace

Career center

Learners who complete Incrementar - Parte 2 y Controlar will develop knowledge and skills that may be useful to these careers:

Statistical Process Control Manager

Statistical Process Control Managers use statistical methods to monitor and control the quality of products and services. They are responsible for developing and implementing statistical process control programs. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Statistical Process Control Managers to identify and eliminate defects in products and services, and to improve the quality of products and services.

See salaries and explore the career path for Statistical Process Control Manager

Statistical Process Control Engineer

Statistical Process Control Engineers use statistical methods to monitor and control the quality of products and services. They use their knowledge of statistical principles to identify and eliminate defects in products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Statistical Process Control Engineers to identify and eliminate defects in products and services, and to improve the quality of products and services.

See salaries and explore the career path for Statistical Process Control Engineer

Quality Assurance Manager

Quality Assurance Managers ensure that the organization's products and services meet quality standards. They are responsible for developing and implementing quality assurance programs. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Quality Assurance Managers to identify and eliminate defects in products and services, and to improve the quality of products and services.

See salaries and explore the career path for Quality Assurance Manager

Test Engineer

Test Engineers design and conduct tests to ensure that products and services meet quality standards. They use their knowledge of engineering principles to identify and eliminate defects in products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Test Engineers to identify and eliminate defects in products and services, and to improve the quality of products and services.

See salaries and explore the career path for Test Engineer

Process Engineer

Process Engineers design and improve processes for the production of goods and services. They use their knowledge of engineering principles to identify and eliminate waste in production processes, and to improve the quality of products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Process Engineers to identify and eliminate waste in production processes, and to improve the quality of products and services.

See salaries and explore the career path for Process Engineer

Quality Control Engineer

Quality Control Engineers ensure that the organization's products and services meet quality standards. They use their knowledge of engineering principles to identify and eliminate defects in products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Quality Control Engineers to identify and eliminate defects in products and services, and to improve the quality of products and services.

See salaries and explore the career path for Quality Control Engineer

Reliability Engineer

Reliability Engineers ensure that the organization's products and services are reliable. They use their knowledge of engineering principles to identify and eliminate defects in products and services. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Reliability Engineers to identify and eliminate defects in products and services, and to improve the quality of products and services.

See salaries and explore the career path for Reliability Engineer

Reliability Manager

Reliability Managers ensure that the organization's products and services are reliable. They are responsible for developing and implementing reliability programs. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Reliability Managers to identify and eliminate defects in products and services, and to improve the quality of products and services.

See salaries and explore the career path for Reliability Manager

Manufacturing Engineer

Manufacturing Engineers develop and improve production processes in factories. They use their knowledge of engineering principles to design and implement efficient and cost-effective manufacturing systems. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Manufacturing Engineers to identify and eliminate waste in production processes, and to improve the quality of products and services.

See salaries and explore the career path for Manufacturing Engineer

Industrial Engineer

Industrial Engineers determine the most effective ways for an organization to use its resources. They combine their knowledge of production processes, quality control, and management to improve an organization's productivity. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Industrial Engineers to identify and eliminate waste in production processes, and to improve the quality of products and services.

See salaries and explore the career path for Industrial Engineer

Production Supervisor

Production Supervisors oversee the production of goods and services. They are responsible for ensuring that the organization's products and services are produced efficiently and effectively. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Production Supervisors to identify and eliminate waste in production processes, and to improve the quality of products and services.

See salaries and explore the career path for Production Supervisor

Manufacturing Supervisor

Manufacturing Supervisors oversee the production of goods and services. They are responsible for ensuring that the organization's products and services are produced efficiently and effectively. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Manufacturing Supervisors to identify and eliminate waste in production processes, and to improve the quality of products and services.

See salaries and explore the career path for Manufacturing Supervisor

Production Manager

Production Managers plan, organize, and direct the production of goods and services. They are responsible for ensuring that the organization's products and services are produced efficiently and effectively. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Production Managers to identify and eliminate waste in production processes, and to improve the quality of products and services.

See salaries and explore the career path for Production Manager

Systems Engineer

Systems Engineers design and develop complex systems. They use their knowledge of engineering principles to integrate different components into a single system. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Systems Engineers to identify and eliminate defects in systems, and to improve the quality of systems.

See salaries and explore the career path for Systems Engineer

Operations Manager

Operations Managers plan, organize, and direct the operations of an organization. They are responsible for ensuring that the organization's products and services are produced and delivered efficiently and effectively. Incrementar - Parte 2 y Controlar may be useful for this job because it covers topics such as regression analysis, statistical process control, and stability tools. These tools can help Operations Managers to identify and eliminate waste in production processes, and to improve the quality of products and services.

See salaries and explore the career path for Operations Manager

Incrementar - Parte 2 y Controlar

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