Ebbw Vale Economics Tutors and Ebbw Vale Economics Tuition

Personal Description:
I am an indian male currently doing my MBA from University of Aberdeen. I am also a Saltire Scholarship winner of the year 2009.
Qualifications:
Msc Biology, Virginia State University, USA, Grade Point Average 3.9/4.0
B.Sc Botony, Zoology, Chemistry ( Hons )
Beta Kappa chi ( National Scientific Honor Society, Theta chapter, USA)
Associate Member of Chartered Management Institute, UK

Teaching Experience:
Teaching Experience:
Since I have been a student all my life so did not get a chance to tutor. However I have experience to work with young people as a "Tutor" in the state run TRIO program in USA. This job has given me a clear understanding and significance of a good education, promoting effective learning, teaching and personal development. This first hand skill of working with children of school age has made me patient, tolerant and has also given me an ability to respond positively to special educational needs. Having this experience would definitely facilitate me to translate my knowledge better to pupils and that surely would aid them to understand the basic concepts.

I have taught the undergrads in Virginia State University, USA under the state run TRIO program

Tutoring Approach:
open to new ideas, initiator, like the tutee to solve the problem himself, but be a good guide,I believe in teaching patiently and with dedication. My approach to teaching is straightforward and begins with generating questions and curiosity within young people's minds so that they can think well.

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Personal Description:
I am a fully qualified economics and business teacher with 20 years' experience in secondary schools, and now as a full-time tutor. I've provided over 9,000 hours of private tuition to 400+ UK and overseas students. I have an economics degree from Liverpool University. Prior to teaching I worked in advertising for 10 years. I also own two online businesses. I live in Bristol, am married with 3 teenage children, and I am passionate about helping young people achieve their potential.

Teaching Experience:
I taught economics in secondary schools for over 10 years, but I am now a full-time tutor. I typically tutor 40 to 50 students across an academic year, and they consistently perform above expectations; for example the majority of my 2024 students achieved at least a grade B, with several gaining an A*. However, my main focus is adding value, and all my previous students have improved at least one grade since I began working with them. Indeed many have improved by 3 or more grades. I teach all the major exam boards (International Baccalaureate, Cambridge International, Edexcel, Edexcel International, AQA, Eduqas, OCR and WJEC) and am an experienced economics examiner. I also have a current CRB.

Tutoring Approach:
I will always begin by discussing my tutee's individual requirements and areas of the syllabus they would like to focus on. Students may ask to recap concepts and theories that aren't fully understood, however in my experience most require help with exam technique, and how to translate their knowledge into a high grade answer. I therefore place a great emphasis on guiding students through the process of answering past paper questions, across all topic areas. In our sessions I will help with essay structure, illustrate how to use higher order analytical and evaluation skills, and crucially, how to apply an answer to information in a case study, or how to bring in real world examples.

Over the years I have taught an increasing proportion of students online, so that currently about 90% of my tutoring is done this way. I use Skype/Google Meet/Zoom and Google Docs, which students can also access. This makes the sessions as interactive as meeting face to face, and it also means I can tutor students from anywhere in the world (I have taught people in South Africa, China, Hong Kong, Malaysia, Saudi Arabia, UAE, Spain, France, Serbia, Russia, Montenegro and Bermuda). I always encourage students to provide feedback so that they receive maximum benefit from their teaching.

Below are some testimonials from past students (many more can be seen in the reviews section):

"Ian tutored my daughter prior to her A Level exams in the summer of 2024. She had been predicted a B grade, but needed an A for her university offer. Ian covered content as well as exam technique with her, they also worked through past papers together and Ian on request would mark some of her written work. My daughter achieved an A☆ in economics… This was beyond her expectations, and we are extremely grateful for Ians tutoring and guidance." - Mrs De Simone - Cambridge

"My son initially struggled with the subject gaining an E grade in his mock exams but with Ian's help he managed a grade B in his AS level and attained an A grade in both A level papers. This was a huge improvement over the two years and I doubt it would have been possible without Ian's help, both with weekly tutoring and the all important pre-exam revision days. Ian's approach was personalised and intensive and my son's needs we're concentrated upon fully. Ian was always punctual and organised and struck up a good relationship with the whole family. I would happily recommend him." Mrs W - Redland, Bristol

"Matt only got an E grade in his February A2 mock exam and the school predicted he would get a C grade at A2. With the significant assistance from Ian, Matt achieved an A* at A2. In his other two A levels, Matt achieved Bs (he also had tutors for these). There are several reasons why Ian made the difference: 1.Being taught on Skype. Matt was initially very apprehensive about being taught on Skype rather than in person. But Skype proved really beneficial. Firstly it enabled Matt to fit in tuition at times that would just not have been possible if travel had been involved. Secondly it enabled Matt to have additional lessons when he had spare time. 2.Focussing on how to structure essay answers. The school just didn't put anywhere near enough emphasis on this crucial area. 3. Essay marking. A key aspect of A2 is exam practice. We paid Ian for essay marking which meant that Matt was effectively maximising his time with Ian. 4. Not accepting mediocrity. The school said that Matt should not retake his AS exams as he had a good B grade. Ian said he should retake as he could do better. 5. Providing positive encouragement. Matt has always lacked belief in himself and Ian gave Matt the confidence that he could achieve a good result.
We would strongly recommend Ian as an Economics tutor" Mr P - South Gloucestershire

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Personal Description:
I have a passion for teaching and helping students to achieve their full potential. I am friendly, approachable, reliable and have a positive impact on students.

I am currently teaching at "A" Level Students in a School in London.

Teaching Experience:
I have 16 years experience teaching Economics, Business Studies and Accounting at "A" level standard, as well as Maths and French at GCSE standard.

Tutoring Approach:
Creativity, motivation and flexibility are the tenets of my teaching approach. I am able to help students of different abilities to achieve their target grades. My teaching style is always tailor-made to suit the needs of individual students.

The services I offer include: revision lessons, exam techniques, catchup lessons and homework support.

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Personal Description:
Hi I'm Niall, a chartered accountant with an Economics degree from The University of Reading. I was twice awarded silver at the UK Maths Challenge and achieved grade A at both A-level and GCSE.

My passion to teach started when I volunteered in a secondary school while at university, then volunteered abroad after. I then provided private tuition for several years at GCSE and A-level mostly for maths, helping improve children's grades.

Teaching Experience:
Taught Maths to students aged 11-18 at a secondary school whilst in my second year at university.
Taught Maths and English to students in Turkey at a primary school and secondary school.
Several years private tuition experience for maths, science and German at GCSE and A-level.

Tutoring Approach:
Studying and revising shouldn't be a chore and I believe I can bring to life my subjects. Everyone learns differently and there are many methods to ensure the student is on the right learning curve.

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Personal Description:
Headline:
A-Level Accounting & Business Studies & Economics Tutor | ACCA, 15 yrs PQE, B.Ed

About Me:
I am a qualified ACCA qualified Chartered accountant with over 15 years of professional experience and a B.Ed, offering one-to-one tutoring in A-Level Accounting and Business Studies and Economics . I have extensive experience mentoring colleagues at work, and I use the same structured, clear approach to help students succeed.

I specialise in complex, exam-heavy topics where students often lose marks, including cash flow statements, corrections of errors, final accounts with adjustments, partnership accounts, accounting ratios, budgeting, and variance analysis and Economics concepts. My lessons are tailored to student pace and focus on exam technique, understanding, and confidence.

Subjects & Levels:

A-Level Accounting (Year 12 & 13) - AQA & Edexcel

A-Level Business Studies & Economics (Year 12 & 13) - AQA & Edexcel

Teaching Style:

Step-by-step explanations

Exam-focused examples and practice questions

Calm, structured, and supportive

Teaching Experience:
I have extensive experience mentoring and guiding students, both in professional and educational settings. I have also mentored colleagues at work, helping them understand complex accounting and business concepts, apply them in practical situations, and develop confidence in their skills.

More recently, I have transitioned to online tutoring, preparing structured lessons for A-Level Accounting and Business Studies and Economics I focus on high-demand and challenging topics such as cash flow statements, corrections of errors, partnership accounts, final accounts with adjustments, ratios, budgeting, and variance analysis and complex economics concepts.

My online teaching approach is student-focused, calm, and structured. I use step-by-step explanations, worked examples, and exam-style questions. I also tailor lessons to the student's pace and learning style, ensuring they understand concepts deeply rather than memorising.

I have successfully helped students gain confidence, improve their grades, and perform well in exams, all through one-to-one online sessions using video calls, screen sharing, and digital practice materials.

Tutoring Approach:
Student-Centered & Individualized
I believe every student learns differently, so I tailor each lesson to their pace, understanding, and goals. I start by identifying strengths and areas for improvement, then structure lessons accordingly.

Focus on Complex & High-Demand Topics
I specialize in challenging A-Level topics, including cash flow statements, partnership accounts, corrections of errors, accounting ratios, budgeting, variance analysis, business strategy, SWOT/PEST analysis, and exam case studies. I break down complex topics into step-by-step, manageable parts so students gain confidence and clarity.

Exam-Focused & Results-Oriented
My lessons are designed to build both understanding and exam skills. I provide worked examples, practice questions, and exam-style problems to ensure students can apply concepts under exam conditions.

Interactive & Practical
I use real-world examples, scenario-based questions, and discussions to make lessons engaging and relevant. Students not only learn theory but also how to apply it in practical and exam contexts.

Calm, Structured, and Supportive
I create a patient, encouraging learning environment. Mistakes are treated as learning opportunities, building confidence and independence.

Mentorship Beyond Tutoring
Drawing on my FCCA qualification, 15+ years post-qualification experience, and B.Ed, I mentor students to develop analytical thinking, problem-solving skills, and strategic understanding - skills that extend beyond the classroom.

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Personal Description:
I am a very experienced and enthusiastic Teacher and Tutor of Economics to A Level, living in Cardiff.

Teaching Experience:
I am currently teaching the full WJEC A Level Economics course at two leading Independent Schools. I teach part time at each, and have done various freelance work with other schools in person/online, and have tutored students privately for many years. I am currently an Examiner in Economics.

Tutoring Approach:
Tuition at your home (Cardiff area) or online via Google Meet.

We will cover any areas causing difficulties, as well as working through past papers. I have lots of resources, and pay particular attention to exam technique and understanding how to meet the marking criteria when answering questions. I have resources accessible online through Google Classroom.

My tutoring sessions are 50 minutes each. I am happy to set and/or mark extra work as part of the service.

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Personal Description:
I currently work as an IT Specialist at an Investment Bank.

I am able to provide in person or online tutoring in Economics, Politics, Business and Geography. I have taken A Levels in Economics, Politics and Geography and obtained a First Class Bsc Business Management Degree at King's College London Business School in 2017. I achieved an A* in my A Level Economics with a score in the high nineties.

There is an additional charge if travel is required to the tutee.

Teaching Experience:
Past experience as a Private Tutor in A Level Economics, Business and Geography for 4 students.

Tutoring Approach:
I am a passionate tutor who has clear teaching techniques which help my students consolidate their knowledge and build their confidence in the subject matter so they are prepared for success. I have had tutoring experience with my students which have allowed them to achieve high marks.

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Personal Description:
I find Maths exciting and want to impart my knowledge on the subject to the learners in a way so as to make it interesting. I have worked in a customer facing environment for nearly 20 years and use my problem-solving and interpersonal skills to make Maths fun for the students. In my current role as an Employability Adviser in a Further Education college, I work with the 14-19 year-old students to improve upon their employability skills, including numeracy and literacy.

Teaching Experience:
I am into teaching over the past three years and over this period I am working directly with the 14-19 year-old students to make them employable by improving their skills, including in numeracy and literacy. I try to make the subject of study relevant and contextualise it with the real life situation.

Tutoring Approach:
An important feature of my teaching is the ability to change the style of teaching according to the needs and ability of the students.
I provide practical examples to explain concepts in Maths.
I help my students towards obtaining knowledge beside imparting them with the practical tips of problem solving.
I am patient and a strong believer of the fact that building a sense of trust and respect help students overcome the fear of knowing the unknown.

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Personal Description:
I am a highly experienced and dedicated teacher with a genuine passion for helping students achieve their full potential. As a Director of Learning for Year 13 and an examiner, I bring a deep understanding of what exam boards are looking for and how to help students succeed.

I currently mark for the following exam boards:

AQA: A Level and GCSE Economics (Paper 1 and Paper 2)

Edexcel / Pearson: A Level and GCSE Economics and Business Studies

My approach focuses on building confidence and clarity in both Business and Economics. I support students by strengthening their exam technique, using past paper practice, model answers, and practical tips to help them understand how to structure their responses and reach top grades.

Every student learns differently, and my aim is to make learning engaging, focused, and rewarding.

Teaching Experience:
With many years of experience teaching in both inner and outer London schools, I have taught Business Studies and Economics across GCSE, A Level, and BTEC courses. I'm passionate about helping students understand key concepts and apply them effectively in exams.

I have also taught International A Level Business as well as International GCSE Business and Economics, giving me a broad understanding of different exam specifications and global approaches to business education.

Tutoring Approach:
My teaching approach combines clear subject knowledge with a strong focus on exam success. As an experienced teacher and examiner, I understand exactly what exam boards look for in high-scoring answers.

I tailor each lesson to meet the individual needs of my students, ensuring they not only understand key concepts in Business and Economics, but can also apply them confidently in exam contexts. Lessons include a mix of explanation, discussion, and practice using past papers, model answers, and examiner feedback.

My goal is to build students' confidence, improve their exam technique, and help them reach or exceed their target grades through structured, supportive, and engaging teaching.

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Personal Description:
Currently a University of East Anglia student heading into my final year of an Environmental Geography and International Development.

Teaching Experience:
No formal experience but have helped children with homework and used to have study groups at school and university.

Tutoring Approach:
Kind, considerate and looking for the tutee to get the answer for themselves without interfering but with small hints.

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Personal Description:
My name is Ahmed. I have a strong foundation in several academic subjects, with my expertise being in Science. I have achieved excellent grades in triple science GCSE and A Level and I am now a teacher in training for Science. For my A levels and university degree I did Economics so I am well equipped to provide tutoring in this subject area.

Teaching Experience:
I have been teaching science for six months at a challenging school. I love teaching as it provides high job satisfaction due to feeling accomplished when you pass on knowledge to the next generation! I love to see the youth make the correct decisions which will ultimately lead to them living a better life. As I come from a underprivileged background, I feel extremely passionate about the importance of education.

Tutoring Approach:
Every student has different capabilities, but with patience and the correct teaching approach every student can fulfil there potential and no concept no matter the difficulty is beyond them.

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Personal Description:
My career as a Teacher of Business Studies merges my three passions in life; Education, Business and People! Whether you are studying for a Phd, GCSE, A Level, learning to read or write, or you just simply want to learn how to study, I would like to help you to reach your academic goal.

My most recent qualification is an Education Doctorate. I have a BA (Hons) degree in Business Studies, a Higher National Diploma in Business & Finance as well as a Postgraduate Certificate in Education (PGCE) in Business Education, which allows me to teach Business in Secondary as well as a Further Education teaching qualification.
I hold a current DBS.

I have achieved a Distinction/First Class grade at level 7/Postgraduate Certificate which I completed part-time. This grade was achieved as I employed effective study strategies; which I can deliver to those requiring study support.

Teaching Experience:
I have over 15 years experience teaching Business in schools and colleges in the Sutton Coldfield, Birmingham and Walsall area. I teach GCSE, A Level, BTEC levels 2 and 3 in Business. Also, Economics at GCSE. Ive also taught Travel & Tourism, Public Services, Enterprise and Retail Business, Maths and English

Tutoring Approach:
I will give you all the time you need to understand your subject, whatever the level and whatever your ability so that you are confident to ace that exam.

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Personal Description:
Hello, I am a UK qualified teacher and have had a very interesting career in the UK and overseas. I lived in Australia for 2 years where I gained an MBA. I worked in the Middle East for 5 years. For the past few years, I have been an on-line tutor for a Paris school, a Budapest school and many private A level, IB and undergraduate students.

I live in the countryside and enjoy walking my dog across the fields, watching Netflix and generally socialising with friends and family

I am trying to improve my French with Duo Lingo - an on-line resource learning platform. I am also going to learn some Arabic so that I can impress my son-in-law who is from Syria.

Teaching Experience:
My teaching experience has been gained in a wide range of educational establishments, in the UK and overseas. I taught in an international boarding school for many years and taught students for whom English was their second language. I taught business related subjects in the Middle East in the training department of a multi-national oil company. Prior to this I worked in schools and colleges in Wales and England.

More recently, I have been tutoring economics and business on-line, using a variety of platforms including Zoom and MS Teams

I am an Associate Examiner with Edexcel, AQA and Cambridge International

Tutoring Approach:
At our first meeting, I will assess your strengths and weaknesses so that I can draw up an individual learning plan for you. The first 15 minutes are free.

I find that most students are capable of learning the content of the GCSE or A level syllabus, can remember the main concepts, but struggle to write a coherent A grade essay. If this is your weakness, then I will focus on developing your essay writing skills and I have lots of resources which I use to do this.
I understand that some of the economics and business concepts can be quite complex and some of the diagrams challenging, so I will be very patient with you and will make sure you fully understand every topic in the syllabus. I will stretch and challenge you to make sure that you stay at the top of your game and I will use materials appropriate to your ability.

My main objective is to help students gain confidence and instil in them a 'can do' attitude. This is something that I believe I am good at. I get great job satisfaction when I see my students develop self-confidence and reach their full potential. Economics can be fun and I will always try to make your lesson as interesting, relevant and fun as possible. I look forward to meeting you.

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Personal Description:
I am a reliable, hardworking young man who is passionate about education. I am very relevant to the upcoming generation in terms of my ways to deliver information which are very exciting and interesting.

Teaching Experience:
I have vast experience in tutoring a variety of University and High School students mainly focusing on Economics, Accounting, Mathematics and statistics for 4 years.

Tutoring Approach:
My approach is to deeply explain the subject in question and give a technical way to answer a variety questions

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Personal Description:
I am a Business English Tutor, with a Bachelor's degree in Economics for Business and Marketing. I have spent over 20 years in Corporate, especially in the banking area, where I have gained a lot of experience.
I have 15 years of teaching General English as well as different Business subjects, I am also a CELTA Cambridge teacher.

Teaching Experience:
I have taught over 1500 lessons, helping my students gain skills and confidence. I know the corporate environment very well, and I would be happy to share my knowledge with you. Thanks to my travels, I can adapt to any culture and adjust my lessons accordingly. I love talking to people and cannot wait to learn more about you. I teach General English, English for Business, Economics for Business, Accounting, Marketing, Principles of Management and Skills for Business.

Tutoring Approach:
My teaching style is primarily student centred, and I adapt my teaching style in order to cater for everyone and make the material as interesting as possible.
I like to use different books, exercises, colorful PowerPoint slides and even videos where possible to demonstrate my learning points. I believe this is something which increases student interest significantly, and from my experience, leads to a better learning experience overall.
I am highly effective at behavioural management, and focus on the three R's of RESPECT, RESPONSE and the RIGHT way to learn. These have served me well over time.
Finally, I have an approachable, inclusive style of teaching that is sufficiently flexible enough to cater for a diverse range of learning styles, needs and requirements.

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Personal Description:
I am a passionate Second Year Economics student at King's College London, and have scored a First Class in all my mathematics-related modules (including Advanced Maths for Economists and Statistics for Economists). Prior to university education, I achieved A* in every Maths and Further Maths Papers (for Further Maths: Pure Core 1, Pure Core 2, Further Statistics, Further Mechanics, and Further Additional Pure). I have a huge love for maths and what it can teach you - it's not just all numbers! It has many applications to real life and is so rewarding when you get it right. I believe any maths can really help you to develop your resilience, analytical thinking, and creativity: there are often so many ways to approach problems! As an extra-curricular alongside my course, I take Spanish, studying at roughly C1/C2 standard. Aside from academics, I particularly enjoy running, biking, and swimming in my free time, as well as playing the piano.

Teaching Experience:
I have been tutoring throughout my undergraduate degree course at university, spanning GCSE Foundation and Higher Tier, GCSE Further Maths, and A-Levels. This has successfully culminated in improving grades of my students, for example from C to A at A Level. I have mentored students at GCSE Maths level during my time in Sixth-Form at secondary school, as a way to give back to the community. Furthermore, I have been volunteering for over 6 months as a GCSE Foundation Maths Curriculum Administrator at an organisation promoting increased opportunity for students from disadvantaged backgrounds. This involves developing KS4 lesson plans, reviewing and improving existing lesson plans, and marking exam papers. I am excited to develop new teaching strategies that I have learnt work best for me over the years, but I will always prioritise the student's understanding first. If it doesn't quite click using one way of explaining - don't worry! We will explore new and different ways to approach the question.

Tutoring Approach:
I love personalising my lessons to the student's wants and needs, with a special emphasis on encouraging confidence in students. Never be scared to ask a question and have a go, and trust your instincts too! I teach the key theories behind questions which allows you to add new ways to approach unseen questions using your whole arsenal of weapons you subsequently have at your disposal. I use a combination of teaching by examples, as well as setting independent practice questions which we can go through if there are any difficulties.

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Personal Description:
Hi there,

I'm a tutor with 10 years' experience helping students reach top grades in A-level Economics and develop a ton of other skills along the way. Over that time I've worked with a whole spectrum of people with different personalities and needs, which has really allowed me to fine tune my approach. Everyone has the potential to succeed in their studies and I've seen first-hand how people can grow to achieve grades they never thought were possible in the beginning. It's a repeatable approach that can be tailored where needed.

The difference between a good tutor and a top one is two-fold - firstly it's the ability to instil confidence in a student that they can realistically achieve an A* grade, regardless of where they were when we started or the expectations set by their teachers. This confidence comes from seeing their academic competence grow each week as well as realising that nothing in the syllabus is beyond them. This confidence carries over into their other studies, stays with them as they progress to higher education and positively affects other areas of their life. A great tutor isn't just a teacher, they should act as a mentor and motivator as well. A top tutor should also understand how human memory works - both what works better for everyone on a primal level, as well as how people differ individually. Put that all together and you truly have someone who knows what they're doing.

The difference between an A and A* can be a few lines in each answer. My job is to help the student to understand the paper to the point that they know exactly what they need to do in the exam hall - where one would usually experience 'Exam nerves,' I want my students to experience combat-readiness, like an elite athlete would feel stepping onto the field. This comes from removing all uncertainty from the equation - the student knows exactly what they need to do, it's now just a case of executing it.

Concepts can seem a lot simpler than their teachers made them out to be if they're explained correctly. I'm doing my job right if the student leaves the lesson thinking "wow, that was way better than school."

Get in touch and we'll hit the ground running.

All the best,

Leo

Teaching Experience:
10 yrs+ private tutoring, specialising only in Economics A-Level & Adult Learners

Also taught at a school in North London

Tutoring Approach:
Enjoyable high tempo lessons, using methods that are tailored to how human memory naturally works. We don't just train for the exam (rest assured you'll be well trained for that) but also the art of learning and memorisation itself. At first I lead by example, then lay the crumbs for the student to work it out themselves and have their own "Eureka!" moments along the way. This along with use of analogy, visual examples and emotion help the theory come alive.

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Personal Description:
Dedicated and results-driven Business Subjects Tutor with strong expertise in Accounting, Economics, Finance, Marketing, and Management. Proven ability to simplify complex concepts, improve student performance, and adapt teaching methods to diverse learning styles. Experienced in one-on-one and group tutoring for high school, undergraduate, and professional-level students

Core Skills
• Business & Commerce Tutoring
• Financial Accounting & Managerial Accounting
• Economics (Micro & Macro)
• Finance & Financial Analysis
• Marketing Principles & Strategy
• Business Management & Operations
• Exam Preparation & Academic Coaching
• Curriculum Development
• Online & In-Person Instruction
• Student Progress Assessment

Teaching Experience:
More than one year online tutoring experience to UK based A LEVLE Student

Online Tutoring to A LEVEL Students through Superprof

NTC College of Commerce, Model Town, Lahore

Taught I. Com and B. Com students
• Duration: 1 Year

Private Academies - Tutoring Experience
• I. Com & B. Com Students: 5 Years
• O & A Level Students: Accounting, Economics & Business Studies (2 Years)
• Students from LGS, Beacon house, City School & Aitchison Junior School: 3 Years

Home Tutoring Experience
• I. Com & B. Com Students: 8 Years
• O & A Level Business Subjects: Business Studies, Accounting & Economics
• LGS, Beacon house, City School & Aitchison Junior Students: 3 Years

Tutoring Approach:
• Provide personalized tutoring in Accounting, Economics, Finance, Marketing, and Management
• Support high school, college, and adult learners with coursework, assignments, and exam preparation
• Improve student grades by identifying learning gaps and developing customized study plans
• Used real-world case studies and practical examples to simplify complex topics in accounting, economics, and business studies
• Conducted regular tests, quizzes, and mock exams, providing structured feedback to track progress and ensure continuous improvement

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