A CV or resume is a concise document that provides a snapshot of your skills, experiences, and qualifications. It’s your first impression to potential employers and a key tool A CV or resume is a concise document that provides a snapshot of your skills, experiences, and qualifications. It’s your first impression to potential employers and a key tool in your job search arsenal. We’ll walk you through a structured guide to help you draft a compelling resume. Let’s get started!
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Let’s break down the essential sections of your resume. Each section serves a specific purpose and together they provide a comprehensive picture of your professional journey.
Writing the CV
Focus on the Employer
When drafting your resume, always keep the employer's needs in mind. They aren't hiring you for what you've done in the past, but for what you can do for them. Here are some important points to consider:
Use the "glory formula": Focus on the company first and build your resume backwards. Address their needs and how you can meet them.
Avoid the "I just" syndrome: Avoid underselling your achievements with phrases like "I just". Instead, be confident and clear about your contributions and skills.
Tailor your story: You have a unique story, but it’s important to tell the right story. Highlight the skills and experiences that are most relevant to the job you’re applying for.
1. Header and contact information
This is where you make it easy for potential employers to contact you, identify the roles you're targeting and provide access to relevant links to see your work or expand on your background. Here’s what to include:
Customize the header to include the job title you are applying for, as listed in the job advertisement.
Include your email address and, if the job is local, your phone number. For international or remote positions, you may choose to omit the phone number to avoid potential bias.
Add hyperlinks to your LinkedIn profile, GitHub, or any other professional portfolios. If possible, anchor the link to the text instead of writing the full URL.
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Avoid sharing personal details such as birthdate, nationality, religion, marital status or personal identification numbers to protect your privacy and prevent potential discrimination. In some cases, it's advisable to avoid sharing your location as well, especially if you're open to remote work or willing to relocate, as it prevents potential bias based on your current geographic location. Focus on your skills and experience instead. |
2. Professional summary
The summary is your first impression on the recruiter. It's a brief encapsulation of your professional journey. Here’s what to include:
Emphasize the total years of relevant experience you've gathered (this is important even if you’re transitioning from a different industry).
Highlight your key skills and aspirations, aligning them with the roles you are aiming for.
Mention how your past roles contribute unique perspectives and skills relevant to the position.
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Sometimes recruiters will just read the summary before they decide to move on to the rest of the document, so it’s crucial to make it strong and relevant. |
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Aspiring Data Scientist with a strong foundation in analytical skills and problem-solving. During my time at Turing College, I have developed proficiency in Python, statistical analysis, and machine learning. My experience includes working on various projects where I applied data manipulation techniques to uncover insights. My background in academic research and collaborative projects has equipped me with unique perspectives and a keen eye for detail. Passionate about using data to drive innovation, I aim to contribute impactful solutions in the data science field. |
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With over 10 years of experience in the transportation industry as a mechanical engineer, I bring a unique blend of technical and business optimization skills. My expertise lies in bridging the gap between business and technical worlds, leading teams, and driving innovation. Currently transitioning to Data Science, I aim to leverage my strong problem-solving abilities, technical acumen, and passion for data-driven decision-making to enable better and faster business solutions. Proficient in Python, SQL, and statistical analysis, I am eager to contribute to a dynamic team. |
3. Experience
Your professional experience section is where you showcase what you’ve done and how you’ve contributed in previous roles. This is often the most scrutinized part of a resume and typically the most important section, making it the protagonist of your resume. Highlight your achievements, responsibilities, and the impact you’ve made in each position to demonstrate your value to potential employers. Here’s how to present your experience:
Avoid presenting information in paragraph form. Bullet points make it easier for recruiters to scan your resume quickly. Aim for 3-5 bullets per role. Each bullet should:
Start with a strong action verb.
Specify the task or skill you applied (soft or hard).
Describe the long-term impact or result of your work.
Include numbers to quantify the impact of your work (e.g., metrics/figures). This makes your accomplishments more compelling and provides concrete evidence of your capabilities.
Highlight transferable skills that are relevant to the new role; especially if you’re reskilling or transitioning from a different field.
Use reverse chronological order and list your most recent experience first. This provides a clear and logical flow, making it easier for recruiters to follow your professional journey and understand the context of your experience.
If the same tasks were done in different jobs, try to highlight different tasks to avoid repetition. This saves space and adds more value to your resume.
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Ensure that all bullet points in your resume are written in the correct tense. Consistency in verb tense helps to present information accurately and professionally. Use present tense for current tasks if you are currently working in that role, and past tense for tasks you are no longer doing. |
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If you're a recent graduate with little to no prior professional experience, you can highlight relevant academic projects, internships, and volunteer work that demonstrate your skills and potential value to employers |
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4. Skills
The skills section is where you list specific tools and software you are proficient in, which are critical for the roles you’re targeting. This section helps ATS and recruiters quickly see if you have the technical abilities needed for the job. Here’s how to effectively present your skills:
Include specific tools, software, programming languages, and other technical skills relevant to the job. Tailor this list to match the requirements mentioned in the job description.
Highlight soft skills that are important for the role and align with what is mentioned in the job description.
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If you've incorporated soft skills seamlessly into your experience bullets, there's no need to repeat the information here. |
Consider categorizing your skills for clarity and better organization.
Only include skills that are relevant to the job you are applying for. Avoid generic skills that don’t add value to your application.
| Warning |
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Avoid self-rating skills, as it can be subjective and may not accurately reflect your proficiency. Recruiters might misinterpret self-ratings, and anything less than perfect can make your skills appear weaker. Instead, list your skills without ratings to present a more professional image and optimize resume space. |
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Technical skills:
Tools:
Soft skills:
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5. Education and certifications
Your education section showcases your academic background and any relevant coursework or projects that can bolster your qualifications. Here’s what to consider:
Mention relevant coursework, especially if it can help ATS scan for keywords related to the roles you’re targeting. However, if you've already integrated this information seamlessly into other parts of the resume (like the skills section or experience bullets), it's not necessary to repeat it here.
Mention your average grades if they are good.
Showcase projects or achievements that directly relate to the job, especially if you don’t have prior hands-on relevant experience in the field. This can demonstrate your applicable knowledge and skills.
| Expand | ||
|---|---|---|
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Turing College (May 2023 – May 2024): Earned a Data Analytics Certification, becoming proficient in SQL, Python, exploratory data analysis, customer segmentation, and machine learning. Developed a predictive analytics model for marketing campaigns, achieving a 20% increase in ROI. Lithuania Marketing Association (Jan 2022 – Jun 2022): Received a Digital Marketing Certificate with a focus on digital marketing strategy, SEO, SEM, content marketing, and social media marketing. Certified as a Digital Marketing Professional with strategic planning and execution skills. |
6. Projects (Optional)
Including a separate project section can be beneficial, especially if this is your first job or you want to compensate for the lack of prior field experience. Projects can demonstrate hands-on experience and your ability to apply your skills to real-world problems. Here’s what to include:
Ensure that you provide a solid description for each project. When describing your projects, include the following:
What problem did it help solve?
Why was it effective at doing so?
Consider adding URLs to project repositories if they are hosted on platforms like GitHub. This allows recruiters to directly view your work.
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| title | Examples: |
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Predictive analytics model for marketing campaigns: Developed a predictive analytics model to optimize marketing campaign strategies, addressing the challenge of predicting customer responses to maximize ROI. The model achieved a 20% increase in ROI by leveraging SQL and Python for data analysis, enabling more targeted and efficient marketing efforts. GitHub Repository (anchor link to text)
E-commerce website development: Created a fully functional e-commerce website for a university capstone project, providing a platform for small businesses to sell products online and addressing the lack of digital presence. Utilized HTML, CSS, JavaScript, and React to develop the site, which received top marks for functionality and design, enhancing user experience. GitHub Repository (anchor link to text)
...
the CV
Focus on the Employer
When drafting your resume, always keep the employer's needs in mind. They aren't hiring you for what you've done in the past, but for what you can do for them. Here are some important points to consider:
Use the "glory formula": Focus on the company first and build your resume backwards. Address their needs and how you can meet them.
Avoid the "I just" syndrome: Avoid underselling your achievements with phrases like "I just". Instead, be confident and clear about your contributions and skills.
Tailor your story: You have a unique story, but it’s important to tell the right story. Highlight the skills and experiences that are most relevant to the job you’re applying for.
1. Header and contact information
This is where you make it easy for potential employers to contact you, identify the roles you're targeting and provide access to relevant links to see your work or expand on your background. Here’s what to include:
Customize the header to include the job title you are applying for, as listed in the job advertisement.
Include your email address and, if the job is local, your phone number. For international or remote positions, you may choose to omit the phone number to avoid potential bias.
Add hyperlinks to your LinkedIn profile, GitHub, or any other professional portfolios. If possible, anchor the link to the text instead of writing the full URL.
| Warning |
|---|
Avoid sharing personal details such as birthdate, nationality, religion, marital status or personal identification numbers to protect your privacy and prevent potential discrimination. In some cases, it's advisable to avoid sharing your location as well, especially if you're open to remote work or willing to relocate, as it prevents potential bias based on your current geographic location. Focus on your skills and experience instead. |
2. Professional summary
The summary is your first impression on the recruiter. It's a brief encapsulation of your professional journey. Here’s what to include:
Emphasize the total years of relevant experience you've gathered (this is important even if you’re transitioning from a different industry).
Highlight your key skills and aspirations, aligning them with the roles you are aiming for.
Mention how your past roles contribute unique perspectives and skills relevant to the position.
| Info |
|---|
Sometimes recruiters will just read the summary before they decide to move on to the rest of the document, so it’s crucial to make it strong and relevant. |
| Expand | ||
|---|---|---|
| ||
Aspiring Data Scientist with a strong foundation in analytical skills and problem-solving. During my time at Turing College, I have developed proficiency in Python, statistical analysis, and machine learning. My experience includes working on various projects where I applied data manipulation techniques to uncover insights. My background in academic research and collaborative projects has equipped me with unique perspectives and a keen eye for detail. Passionate about using data to drive innovation, I aim to contribute impactful solutions in the data science field. |
| Expand | ||
|---|---|---|
| ||
With over 10 years of experience in the transportation industry as a mechanical engineer, I bring a unique blend of technical and business optimization skills. My expertise lies in bridging the gap between business and technical worlds, leading teams, and driving innovation. Currently transitioning to Data Science, I aim to leverage my strong problem-solving abilities, technical acumen, and passion for data-driven decision-making to enable better and faster business solutions. Proficient in Python, SQL, and statistical analysis, I am eager to contribute to a dynamic team. |
3. Experience
Your professional experience section is where you showcase what you’ve done and how you’ve contributed in previous roles. This is often the most scrutinized part of a resume and typically the most important section, making it the protagonist of your resume. Highlight your achievements, responsibilities, and the impact you’ve made in each position to demonstrate your value to potential employers. Here’s how to present your experience:
Avoid presenting information in paragraph form. Bullet points make it easier for recruiters to scan your resume quickly. Aim for 3-5 bullets per role. Each bullet should:
Start with a strong action verb.
Specify the task or skill you applied (soft or hard).
Describe the long-term impact or result of your work.
Include numbers to quantify the impact of your work (e.g., metrics/figures). This makes your accomplishments more compelling and provides concrete evidence of your capabilities.
Highlight transferable skills that are relevant to the new role; especially if you’re reskilling or transitioning from a different field.
Use reverse chronological order and list your most recent experience first. This provides a clear and logical flow, making it easier for recruiters to follow your professional journey and understand the context of your experience.
If the same tasks were done in different jobs, try to highlight different tasks to avoid repetition. This saves space and adds more value to your resume.
| Tip |
|---|
Ensure that all bullet points in your resume are written in the correct tense. Consistency in verb tense helps to present information accurately and professionally. Use present tense for current tasks if you are currently working in that role, and past tense for tasks you are no longer doing. |
| Info |
|---|
If you're a recent graduate with little to no prior professional experience, you can highlight relevant academic projects, internships, and volunteer work that demonstrate your skills and potential value to employers |
| Expand | ||
|---|---|---|
| ||
|
| Expand | ||
|---|---|---|
| ||
|
4. Skills
The skills section is where you list specific tools and software you are proficient in, which are critical for the roles you’re targeting. This section helps ATS and recruiters quickly see if you have the technical abilities needed for the job. Here’s how to effectively present your skills:
Include specific tools, software, programming languages, and other technical skills relevant to the job. Tailor this list to match the requirements mentioned in the job description.
Highlight soft skills that are important for the role and align with what is mentioned in the job description.
| Info |
|---|
If you've incorporated soft skills seamlessly into your experience bullets, there's no need to repeat the information here. |
Consider categorizing your skills for clarity and better organization.
Only include skills that are relevant to the job you are applying for. Avoid generic skills that don’t add value to your application.
| Warning |
|---|
Avoid self-rating skills, as it can be subjective and may not accurately reflect your proficiency. Recruiters might misinterpret self-ratings, and anything less than perfect can make your skills appear weaker. Instead, list your skills without ratings to present a more professional image and optimize resume space. |
| Expand | ||
|---|---|---|
| ||
Technical skills:
Tools:
Soft skills:
|
5. Education and certifications
Your education section showcases your academic background and any relevant coursework or projects that can bolster your qualifications. Here’s what to consider:
Mention relevant coursework, especially if it can help ATS scan for keywords related to the roles you’re targeting. However, if you've already integrated this information seamlessly into other parts of the resume (like the skills section or experience bullets), it's not necessary to repeat it here.
Mention your average grades if they are good.
Showcase projects or achievements that directly relate to the job, especially if you don’t have prior hands-on relevant experience in the field. This can demonstrate your applicable knowledge and skills.
| Expand | ||
|---|---|---|
| ||
Turing College (May 2023 – May 2024): Earned a Data Analytics Certification, becoming proficient in SQL, Python, exploratory data analysis, customer segmentation, and machine learning. Developed a predictive analytics model for marketing campaigns, achieving a 20% increase in ROI. Lithuania Marketing Association (Jan 2022 – Jun 2022): Received a Digital Marketing Certificate with a focus on digital marketing strategy, SEO, SEM, content marketing, and social media marketing. Certified as a Digital Marketing Professional with strategic planning and execution skills. |
6. Projects (Optional)
Including a separate project section can be beneficial, especially if this is your first job or you want to compensate for the lack of prior field experience. Projects can demonstrate hands-on experience and your ability to apply your skills to real-world problems. Here’s what to include in your project description (draft it in a coherent paragraph):
Project title – Make it clear and specific.
Problem statement – What problem was the project solving? Why was it important?
Solution and tools used – How did you solve the problem? What tools/technologies did you use?
Impact – Quantify the result, if possible. How did the project benefit the organization or solve the problem? For academic projects, focus on the skills developed, the methodologies applied, and the potential applications of your work. If real-world results aren’t available, explain what the project demonstrates or how it prepares you for real-world challenges.
Links – If your project is hosted online (GitHub), include a link and describe what the recruiter will find there (code, reports, visualizations).
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📊 Data Analytics – Marketing spend poptimization: Developed a model to optimize marketing strategies by predicting customer responses using SQL and Python for data analysis. Applied machine learning algorithms (e.g., decision trees) to enhance the model’s predictive accuracy. Although this project was academic in nature, it provided valuable insights into how targeted strategies could improve customer engagement, preparing me for real-world applications in marketing analytics. The project was hosted on GitHub, where you can find the code and detailed reports on the analysis conducted. GitHub Repository (anchor link to text) 📱 Web Development – Responsive e-commerce website: Built a fully responsive e-commerce website for a local business as part of a capstone project. The site allowed customers to browse products, make purchases, and track their orders. Used HTML, CSS, JavaScript, and React to build the front-end, and integrated a back-end using Node.js and Express to handle user authentication and payments. The website was designed to be mobile-friendly, ensuring a seamless experience across all devices. This project showcased proficiency in full-stack development and responsive design. GitHub Repository (anchor link to text) 📊 Data Science – Predictive analytics for customer churn: Developed a predictive analytics model to identify potential customer churn using Python and machine learning algorithms (decision trees, random forests). Cleaned and processed large datasets using Pandas, visualized trends with Matplotlib, and tested the model's accuracy with various evaluation metrics. The model achieved 85% accuracy, offering businesses a proactive approach to retaining customers. This project provided practical experience in machine learning, data cleaning, and building predictive models. GitHub Repository (anchor link to text) 🔧 Data Engineering – Data pipeline for sales analytics: Designed and built a data pipeline to automate the extraction, transformation, and loading (ETL) of sales data from various sources into a central data warehouse using Python and Apache Airflow. Utilized SQL for querying and transforming data, ensuring data integrity and optimizing performance. This pipeline reduced manual data processing time by 30%, allowing the business to make faster, data-driven decisions. The project showcased proficiency in building scalable data pipelines and automating ETL processes. GitHub Repository (anchor link to text) (link to pipeline code and documentation). 📊 Digital Marketing – Campaign performance analysis: Conducted a comprehensive analysis of digital marketing campaigns to evaluate the effectiveness of different strategies. Analyzed data from Google Analytics, social media platforms, and email marketing tools to identify trends, conversion rates, and audience engagement. Created detailed reports using Tableau to visualize key metrics and insights. The analysis led to the recommendation of optimized targeting strategies, potentially increasing engagement by 15%. This project demonstrated skills in data analysis, visualization, and marketing performance evaluation. GitHub Repository (anchor link to text) (link to analysis reports and visualizations). |
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If relevant coursework or projects have been integrated into other sections, ensure consistency and avoid repetition to maintain a concise and focused resume. |
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