Forecast Air Pollution Due to Construction Using Machine Learning Concept

The dorsum of every economy is based on its infrastructure up-growth. But construction sites generate high levels of pollution and this can cause unpredictable and unbalancing issues over a long period of time. As per the Delhi Pollution Control Committee (DPCC) officials, 30% of air pollution is caused due to dust that emanates from construction sites. In this situation, we must seriously think about the most effective solution for air pollution and also balance its future after effects. Is banning construction the solution. No, Not at all. Then what? But, hazardous chemicals in the atmosphere that has an impact on the overall quality of people’s lives, particularly in metropolitan areas.
Our Vision
Provide equal opportunity for everyone to master and apply professional project management in everything they do.
To achieve this goal, we continuously educate, endorse and engage people in the application of professional project management.



Post pandemic job forecasts for project professionals in 2022
The Project Management Institute (PMI), USA have released the PMI Job Report 2022. here are the sentiments from different parts of the World.
- Project managers will have their pick of projects, at salary levels well above the pre-pandemic levels (Tokyo)
- There is very strong demand in the market for project management professionals and technical people (China)
- The number one sector for job hunting project professionals to consider would be IT. (UK)
- The technology and manufacturing sectors stand out in terms of open positions. (Brazil)
- The disruption has accelerated evolution in some industries and presented a need for some specialties, such as software engineering. (Dubai)
- We’re going to have interest rates go higher …but we’re still looking at decent hiring. (Toronto)
- The huge demand for positions in emerging technologies … means companies are now hard pressed to find the right talent. (Bangaluru)
- Africa is a growing market for very qualified young people who want to make a difference. (Africa)
The key words to note here are ‘Young’, ‘Qualified’ and ‘Technical’. For the complete report click here
Enterprise Agility Maturity Model
Enterprise agility helps organizations to leverage opportunities and avoid threats in highly dynamic business environments. In other words, the agile teams within agile organizations will be able to adapt to changing requirements and deliver faster than the competition. Agile practices were started as a best practice within software development and has now become an organization wide approach to deal with dynamically changing business environment where nimble players are creating blue ocean opportunities at the expense of the traditional business models. Enterprise agility have helped organizations from financial sectors, telecom, mining, oil and gas, health care and pharmaceuticals, public sector to achieve;
- 10 to 30 points improvement in customer satisfaction
- 20 to 30 points improvement in employee engagement
- 30 to 50% improvement in operational performance with respect to speed, target achievement and predictability
- 20 to 30% improvement in financial performance
The Enterprise Agility Maturity Model is developed to provide a framework for organizations to develop realistic agile road maps for their agile transformations.
Project Management Education
Starting from the year 2005, we have had the opportunity to impart professional project management education (Predictive & Agile) to more than 30,000 professionals from different countries and project domains.
The PMdistilled PMP Program delivered by PMRI will help you to become a Project Management Professional (PMP) by investing just 50 hours of your time. The program has an enviable success rate of 99% for PMP new format.
The program has a highly flexible schedule. The knowledge is transferred through;
- Online mentoring sessions
- Video lessons
- Quizzes
- Practice tests
- PMdistilled Guide (Reference material)
- Discussion forums
- Doubt clarification sessions with Instructor
Enterprise Agility
We also worked closely with several organizations ranging from banking, telecom, manufacturing, I.T projects and new product development to improve their agility.
The PMdistilled Guide to Project Management
We have simplified professional project management. Now, anyone can master standards based professional project management easily with the less than 100 pages PMdistilled Guide.
Introduction to the guide

The New, lean and crisp guide to professional project management is the easiest way to master professional project management according to the users of the guide. The guide covers;
- Predictive project management
- Adaptive project or agile project management
- Hybrid project management
All these are covered in a highly structured manner in less than 100 pages, which makes it easy to master.
1. Chapter#1
Introduction to project management
- Introduction to Professional Project Management 2022
- Selecting the best projects
- Portfolio, Programs and Projects
- Appointing the right project manager
- Finalizing the project management approach
2. Chapter#2
Introduction to Predictive Project Management
Initiation
- Importance of formal project initiation and Project chartering
- Key stakeholders identification and prioritization
Planning
- Requirements elicitation
- Scope definition
- Decomposing the scope into work breakdown structure
- Developing the Bill Of Quantities (BOQ)
- Cost estimation
- Organizational structures
- Defining the project’s Organizational Breakdown Structure (OBS)
- Defining control accounts
- Defining project’s budget
- Scheduling
Execution
- Direct and manage project work
- Manage project knowledge
- Manage quality
- Acquire resources
- Develop team
- Manage team
- Manage communications
- Implement risk responses
- Conduct procurement
- Manage stakeholder engagement
Monitoring & Controlling
- Monitoring & Controlling project work
- Control scope
- Control schedule
- Control costs
- Control quality
- Control resources
- Monitor communications
- Monitor risks
- Control procurement
- Monitor stakeholder engagement
Closing
- Close project / phase
3. Chapter#3
Agile & Hybrid Project Management
- What is agile?
- When to apply agile project management?
- The agile team organization
- Product owner
- Iteration manager
- Team
- Key agile ceremonies
- Release planning
- Iteration planning
- Daily team meeting
- Iteration review
- Iteration retrospective
- Agile estimation
- Agile artifacts
- Agile Charter
- Product backlog
- Iteration backlog
- User stories
- Tracking board
- Definition of Done (DoD)
- Hybrid project management
4. Chapter#4
Various Models to help the project manager
- Situational leadership II
- OSCAR Model
- Cross cultural communication
- Effectiveness of communication channels
- Gulf of execution and evaluation
- Hygiene and motivational factors
- Intrinsic Vs Extrinsic motivation
- Theory of needs
- Theory X, Theory Y and Theory Z
- Managing change in organizations
- ADKAR Model
- The 8 step process for leading change
- Virginia Satir change model
- Transition model
- Cynefin framework
- Stacey matrix
- Tuckman Ladder
- Drexler / Sibbet team performance model
- Conflict model
- Negotiation
- Planning
- Process groups
- Salience model

A word from the Author
I am super delighted with the effectiveness of the New PMdistilled Guide Ver 7. There are many success stories where people relied only on this guide to master professional project management for their preparation towards project management related credentials. That is a good beginning. I want this guide to be useful for everyone to quickly understand project management. For that, intentionally, I have cut short on the number of pages with the reader in mind. This is the culmination of my professional life spanning four decades as project team member, project manager, project management trainer, coach, blogger and researcher. Hope you will also benefit from the PMdistilled Guide to Professional Project Management. I am open to all your queries and suggestions.
Enterprise Agility Coach, Project Management Domain Expert