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Lead Scoring Explained: Definition, Models, Process, Challenges and Best Practices

What is Lead Scoring?

Lead scoring is a systematic method of ranking and prioritizing leads based on their perceived value to an organization. It involves assigning numerical values or points to various prospect behaviours, attributes, and interactions to determine their sales readiness and likelihood to convert. This scoring system typically evaluates multiple factors including:
  • Demographic information (company size, industry, location)
  • Online behaviour (website visits, content downloads, email engagement)
  • Social engagement (social media interactions, shares, comments)
  • Professional attributes (job title, decision-making authority)
  • Company fit (budget, technology stack, business needs)
The accumulated score helps sales and marketing teams focus their efforts on the most promising leads, efficiently allocate resources, and determine the appropriate timing and type of follow-up actions. Through lead scoring, organizations can improve conversion rates, reduce sales cycle times, and increase the return on their marketing investments.

Types of Lead Scoring Models

Demographics are your basic “does this make sense?” checks. Like, if you’re selling industrial machinery, you probably don’t need to chase leads from college students looking to write a paper.
Behavior watching is exactly what it sounds like – what are people actually doing? Are they just glancing at your website once, or are they coming back daily and devouring your content like it’s their favorite Netflix show?
When someone fills out a form saying “call me, I want to buy,” that’s explicit scoring – they’re literally telling you they’re interested. No detective work needed.

Scoring Criteria

Think of it like a video game – different actions get different points. Opening an email? That’s like 1 point. Watching a demo? Now we’re talking 20 points. Downloading your pricing guide? Ding ding ding – 50 points!
The trick is figuring out which actions really matter. Someone who spends an hour reading your technical specs might be more serious than someone who just keeps clicking on your blog posts about industry trends.

Point Assignment System

You need to decide what matters most to your business. It’s like judging a cooking contest – sure, presentation matters, but taste probably matters more. Maybe a CEO at a small company is worth more points than an intern at a huge corporation. Or maybe not – it depends on what you’re selling.

Implementation Process

Starting a scoring system is like setting up a new exercise routine – you need to start somewhere, but you can adjust as you go. Begin with the obvious stuff (job title, company size, downloading a whitepaper) and build from there.

Technology and Tools

Your tech stack should make your life easier, not harder. If you’re spending more time managing your scoring system than talking to qualified leads, something’s wrong.

Success Metrics

Here’s the real talk – are your high-scoring leads actually buying more than your low-scoring ones? If not, your scoring system needs work. It’s like having a metal detector that keeps beeping at bottle caps instead of coins.

Common Challenges

Bad data is like bad ingredients – you can’t make a good meal with them. Make sure your information is accurate before you start scoring it.
And yes, sometimes your sales team will trust their gut over your scores. That’s fine – use their feedback to make your system better.

Best Practices

Keep it simple at first. You can always add complexity later. Start with maybe 5-10 really important factors rather than trying to track 100 different things.
And please, document everything. Future you will thank past you when you need to train new team members or update your system.

Integration with Sales

Your scoring system needs to speak your sales team’s language. If they think in terms of “hot,” “warm,” and “cold” leads, maybe use those terms instead of numerical scores.
The bottom line? Lead scoring isn’t about replacing human judgment – it’s about helping humans make better decisions about where to focus their time. Think of it as your business’s version of a GPS – it’ll suggest the best route, but you can still take a detour if you know something it doesn’t.

Remember: The best lead scoring system is the one your team actually uses. Keep it simple, keep it relevant, and keep checking if it’s actually helping you sell more. Everything else is just fancy window dressing.

 

Mrs. Manju Diyya

Vice President – Tech
She is a versatile professional with a robust educational foundation spanning both the realms of chemical engineering and physical sciences. She holds degrees from esteemed institutions such as JNTU for Chemical Engineering and Osmania University for Physical Sciences. Additionally, she has expanded her expertise by earning a certification in Data Science from Intellipaat in collaboration with IIT, Chennai. With a solid background in both academia and practical application, she demonstrates a profound understanding of data science, particularly in artificial intelligence (AI) and machine learning (ML). She is a dynamic individual characterized by her analytical mindset and a proven ability to drive meaningful outcomes through data-driven methodologies.

Mrs. Yuhana Hassan

Associate Vice President – Strategic Planning & Business Expansion
With almost a decade of distinguished experience in senior business management, she brings a wealth of expertise in overseeing different divisions within the IT sector. Known for her strategic thinking and deep understanding of global market trends, she has successfully expanded businesses across vibrant markets in South East Asia and the Middle East. As a leader, she has led efforts in brand development and strategic planning, driving organizational growth and positioning the company as a market leader. Beyond her strategic role, her dynamic leadership style and unwavering commitment to excellence continuously boost our company’s performance.

Chandra Babu T

Lead – Business Development
IT professional with 20+ years of experience in program management, product management, delivery management, pre-sales, and process management. Started career as a Java developer from there onwards rose to different positions in companies like Birlasoft and Unisys Global Services. Major projects are involved in GE Money, Angola National ID, United Airlines, SIDBI Bank’s Enterprise Loan Management System, Bayshore Community Healthcare Services & Health Serve, etc.

Jeelani Sheik

Chief Marketing Officer
Jeelani Sheik, a seasoned marketing leader with 20+ years in the IT industry, specializes in digital marketing and product development. His expertise lies in leveraging data-driven insights in digital marketing to produce the best possible results within budget constraints, fueling growth for small enterprises and startups. Beyond marketing, Jeelani’s proficiency extends to delivery management, strategic planning, and process development, evident in his track record of establishing and scaling delivery centers, fostering key relationships, and leading transformative programs during his tenure in TCS and Tech Mahindra. As Spryple’s CMO, he drives innovative marketing strategies, enhancing brand visibility and spearheading growth.

Srinivas Somisetti

Chief Product Officer
Srinivas, an experienced IT leader with over 20+ years of expertise, focuses on product and project/operations management. He ensures top-notch software quality in various sectors such as HRMS, healthcare, ERP, and general insurance, serving major clients in India, Middle East and the USA. Starting his HRMS journey in 2001, Worked for Temple Technologies, 3i Infotech, Saahi Systems and Tetrasoft companies, played SME Role in conceptualizing and Developing HRMS Solutions in his previous companies and also took the ownership of multiple HRMS implementation systems. Proficient in both Waterfall and Agile methodologies, especially Scrum, he has played a key role in establishing quality processes, contributing to achieve CMMI level 3 in multiple organizations. He continues to support startups, offering assistance from their inception. He also excels in developing e-commerce platforms and news portals. Beyond IT, he manages his family’s school business.

Sree Lahari Raavi

Co-Founder SPRYPLE HR
Over the course of the last 10 years, her unwavering dedication and unparalleled expertise have played a pivotal role in transforming our startup’s trajectory. In these 10+ years of her startup journey, she has guided the teams in developing applications in Healthcare Technologies (Sanela Healthcare). In addition to this, she has managed the delivery of client projects like NDTCO and Hibbett. Her tenure at Accenture, serving esteemed clients such as Zurich Financial Services, underscores her depth of experience and her capacity to navigate complex challenges with finesse.

Mr. Sriganesh Sivasubramanian

Sr.Vice President – HR Lead
HR professional with a Master’s Degree in Commerce and an Executive Post Graduate Diploma in HR Management. Had been with IT majors and MNCs, viz. HCL Technologies, Deloitte Consulting, Tech Mahindra, and Sanela Technology for over 35 years in a managerial capacity for Talent Management, Talent Acquisition, Talent Development, and Global Mobility Management. Green belt certified process improvement specialist from Deloitte .

Mr. Venkateswarlu Boora

Chief Executive Officer
Venkateswarlu Boora, as the founder and CEO, being a Techpreneur, has transformed the HRMS & Payroll solutions landscape. Started journey with Healthcare Technology Solutions. He is known for his customer-centric approach followed by relentless innovations in Information Technology. In his 25 years of IT journey, worked for MNCs like TCS, Accenture, and served major clients like Zurich Financial Services, Bank of America, AC Nielsen, CVS Caremark, Ericsson, and HR across North America, Europe, and Asia Pacific. In his journey as a techpreneur, he established teams and provided many IT solutions for both Public and Private sectors in India, Malaysia, and the USA. His ventures, Sanela Healthcare Software and Sreeb Technologies, proudly count ISRO, NDTCO, and Hibbett among their esteemed clients.