The Future and Current Trends in Data Analytics Across Industries

https://www.coherentsolutions.com/insights/the-future-and-current-trends-in-data-analytics-across-industries

(Coherent Solutions, 2024)

This article by Coherent Solutions highlights major trends shaping data analytics across seven major industries in 2025, and emphasizes on newer technologies such as Artificial Intelligence (AI), Machine Learning (ML_, Natural Language Processing (NLP), data meshing, edge computing, cloud computing, and of course agentic AI.

The most prominent advancement is AI-driven edge computing that allows real-time data processing at the source, whether it be internet of things (IoT) such as smart homes, appropriately equipped vehicles, other devices, or even medical sensors, instead of only using cloud based systems. This approach allows for immediate decision-making with reduced latency and faster anomaly detection to predict any needed maintenance in critical environments in healthcare or manufacturing. Additionally, complementary trends are addressed such as Data-as-a-Service (DaaS) platforms or even data democratization. Each of which is aligning a shift toward advanced AI applications as they scale to be more autonomous and have greater accessible analytics that can impact across organizational functions.

In conclusion, 3-5 organizations use data analytics to drive innovation, and over 90% of them achieve a measurable ROI from their data analytic investments in 2023. The data analytics market reached $132.9 billion in 2025 with an expansion of a Compound Annual Growth Rate (CAGR) of 30.08% from 2016 – 2026. To stay competitive, a business must use data-driven initiatives and employ data-driven decision making to increase operational productivity.

The impacts of these developments can transcend data analytics and lead to a shift from reactive analytics to proactive and predictive capabilities through trends via development such as:

1. Overall increased operational efficiency with less reliance on off-site cloud processing, thus reducing latency and bandwidth on data-intensive tasks.
2. Use of data meshing with edge processing can break down organizational silos to impower collaboration with cross-functional teams using adaptive learning on -site.
3. AI algorithms can be scaled at the edge without overextension of central servers to allow for adaptation to continuous learning on -site.
4. Combined use of AI and edge computing break through technology can allow an organization to achieve almost instantaneous insights in time-critical operations to enhance response rates on monitoring and even industrial process controls.

Overall, these operational efficiencies will afford more organizational hierarchies to make more accurate and data-driven decision making faster.

My personal position on these trends are cautiously positive. In business sectors such as finance, manufacturing, and definitely healthcare, faster insights using lower-latency can provide more favorable outcomes throughout healthcare; human resources (HR) to streamline talent acquisition and retention, financial risk management networks more agility such as accounting, finance, banking, and for manufacturing the use of predictive maintenance and supply chain issues to minimize downtimes to increase overall efficiencies or be more responsive and resilient to dynamic supply chain changes. Retail data adopting to AI and ML analytics can better forecast demands, market trends, better demographic, behavioral, psychographic segmentation for optimized campaigns via use of real-time customer sentiment using an omni-channel approach to allow for optimization of dynamic pricing and achieve improved customer service satisfaction to add more value to their product offerings. My caution is that with any trend is there are usually challenges associated during the implementation phase and will require robust security protocols to ensure sensitive data is processed safely outside centralized systems. Throughout this entire process the importance of data privacy, and the allocation of appropriated computational resources will be complex. However, as with any new innovation in technology , the implementation challenges will always exist, but can be managed appropriately and can be a positive guide for future innovations across all analytic industries.

Shein Brand Facing Ethical and Legal Issues

A recent brand transgression against stakeholders for unethical labor practices and environmental harm related to greenwashing and lack of transparency in its supply chain is Shein, a fast-fashion retailer (Fast Fashion, Slow Justice: Labor Conditions in Shein’s Supply Workshops – Business & Human Rights Resource Centre, 2025).

Shein was investigated by China’s Labor Watch and found to be exploitive working conditions, child welfare risks, and possible Xinjiang textile sourcing in its Guangzhou factories per Business and Human Rights Centre (Fast Fashion, Slow Justice: Labor Conditions in Shein’s Supply Workshops – Business & Human Rights Resource Centre, 2025).

Korea and the European Commission Safety Gate found excessive amounts of toxic chemicals in children’s items (lead, formaldehyde, phthalates), that could cause cognitive disabilities, hormone interference, and carcinogenic chemicals. These products are considered dangerous as they can be absorbed through the skin, ingested, or inhaled; therefore, extremely toxic to children who are vulnerable as they developing (UHBlog, 2025).

Shein has been summoned to appear before U.S., U.K. and the EU parliament committees on labor law practice compliance regarding their supply chain transparency and environmental impacts (Koroma, 2025).

Consumer Perception Impacts

Due to these issues, Shein’s consumer perception impact and engagement have eroded trust, fueled activism, and exposed other regulatory vulnerabilities. Despite its image as a socially responsible retailer these issues have caused severe reputational damage in the fast fashion industry causing activism such as “Shut Down Shien” and “Stop Shein” campaigns pressuring consumers to avoid the brand (Global: New Campaigns Highlight Shein’s Alleged Human Rights Abuses and Unethical Business Practices, Incl. Co. Response, 2023). Ultimately, even despite its ultra-low pricing and trendy fashion marketing, these issues have caused its loyal audience of Gen Z, to backlash and distance themselves from the brand and buy from competitors (Carter, 2026).

Ultimate Implications for Shein

Due to ongoing multi jurisdictional investigations regarding non-compliance , Shein has increased its overall business costs, compliance costs, with additional ongoing legal liabilities yet to be announced. Due to increased scrutiny there is an expectation that more robust laws and regulations both regional and multinational to be introduced in response an d require more stringent compliance by companies to mitigate risks in their supply chains. Overall, it’s long-term market share has been eroded due to consumer activism and consumer preference of switching to more ethical brands; thus impacting Shein’s bottom line and market share position, therefore. it is has market vulnerability (Koroma, 2025).

What Shein C0uld Have Done Differently

1. Shein should’ve promoted and invested in its product safety and environmental commitments by researching and investing in third party tested materials with full transparency in its disclosures, as this could’ve mitigated both regulatory and reputational risks.
2. Have a proactive supply chain transparency model that has regular independent audits with full disclosure of all supplier conditions and corrections if any defaults found as this builds trust and accountability (Koroma, 2025).
3. If any infractions found they should immediately begin to resolve the concerns before they escalate and includes early engagement with any activists and regulators to decrease overall backlash from public and regulatory bodies, to prevent or reduce negative public campaigns and help maintain its brand trust and loyalty (Global Brands, 2025).

References

Carter, L. (2026, March 13). » The Impact of Generation Z on Shein’s Customer Insights: Trends and Shopping Preferences. Sovicar.com. https://sovicar.com/us/the-impact-of-generation-z-on-sheins-customer-insights-trends-and-shopping-preferences/

Fast Fashion, Slow Justice: Labor Conditions in Shein’s Supply Workshops – Business & Human Rights Resource Centre. (2025). Business & Human Rights Resource Centre. https://www.business-humanrights.org/en/latest-news/fast-fashion-slow-justice-labor-conditions-in-sheins-supply-workshops/

Global: New campaigns highlight Shein’s alleged human rights abuses and unethical business practices, incl. co. response. (2023, June 19). Business & Human Rights Resource Centre. https://www.business-humanrights.org/en/latest-news/global-stop-shein-campaign-highlights-alleged-human-rights-abuses-and-unethical-business-practices/

Global: New campaigns highlight Shein’s alleged human rights abuses and unethical business practices, incl. co. response. (2023, June 19). Business & Human Rights Resource Centre. https://www.business-humanrights.org/en/latest-news/global-stop-shein-campaign-highlights-alleged-human-rights-abuses-and-unethical-business-practices/

Koroma, A. (2025, March 4). Shein’s Labour Practices Under Scrutiny: A Legal Perspective on Corporate Accountability. The Student Lawyer. https://thestudentlawyer.com/2025/03/04/sheins-labour-practices-under-scrutiny-a-legal-perspective-on-corporate-accountability/

UHBlog. (2025, May 22). Do Your Child’s Clothing, Bedding and Mattress Have Toxic Chemicals? Uhhospitals.org; University Hospitals. https://www.uhhospitals.org/blog/articles/2025/06/do-your-childs-clothing-bedding-and-mattress-have-toxic-chemicals

SMART targets and KPIs must be defined and aligned with an organizations business goals with its stakeholders for a campaign to obtain its strategic objectives and track / review its performance using technology, to better guide decision making and that all parties are working toward same outcomes.

Understanding the 2 Types of KPI is Important

• Visionary – reflecting what company is trying to achieve or the big hairy audacious goal (BHAG) per (Jackson, 2016). This KPI drives change or can help a company build a culture, and must be defined by leaders as part of their strategy (Jackson, 2016).
• Tactical – Reflective of the decided goals and objectives of the spokes on the hub and spokes model, that is derived using a workshop process and industry goals to achieve their goals and objectives (Jackson, 2016).

Furthermore, an understanding that KPIs have 4 distinct attributes defined by Digital Analytics Association (DAA), so as to standardize the definitions for all users as seen below:

• Count – basic unit of measure and a single number and generally a whole number ( 1111), but this is not absolute ($111.11)
• Ratio – generally a number (count) divided by another number (count), but can also be a ratio in the numerator / denominator; however, this ratio is not normally a whole number but depicted within the name such as “page views per page”, and the ratio definition will define the ratio and the metric too.
• KPI – Count or ratio but mostly ratio’s and generally related to a business strategy and may differ from site and process types.
• Dimension – describes a concept vs numbers. Data that can be defines related to segments or counts with representation on a dimension of visitor behavior or even site dynamics. Examples are event and referrer (Jackson, 2016). These can be either qualified or segmented and define a general class of metrics that will represent a class of data associated with each visitor. The REAN model represents four such conceptual dimensions (Jackson, 2016).

Metrics can additionally be classified further and be applied to three different categories:

• Aggregate – Total site traffic for a defined period of time.
• Segmented -Subset of traffic for defined period that is filtered in a way to gain greater analytical insight, such as campaign (PPC, affiliate, email’s), visitor type (new vs returning, repeat buyer, high value) or even referrer.
• Individual – Activity by single visitor on web that is defined by a period of time.

With this information, each company must define its own KPIs based on its goals, and each campaign’s strategic objectives that provide a clear focus of objectives, transparency for accountability, enable data driven informed decision-making by leaders, allows for revealing trends that may need attention, and keep employees motivated and on track to maximize improvements.

KPI should use SMART attributes (specific, measurable, achievable, relevant, and time bound) and here are some examples of KPI’s to use by department to optimize use of results:

Examples of KPI and how They can be Used

Conversion Rate to measure percentage of visitors that performed desired action and a higher rate is an indicator of successful engagement with target audience. Should be used to track customer journey to find bottlenecks that require corrections and a business can use this metric to better understand how changes can improve a desired action such as making a purchase or filling out a form (Gibson, 2024).

Cost per Lead (CPL) is marketing spend divided by lead generated, customer acquisition cost and establishes the total cost a business incurs to acquire a new customer (lead). Should be used for decision making to allocate budget, compare channels, offers data for optimization for pricing, incentives, etc., and must be sustained within profit model to sustain those lead generations (Kloefkorn, 2025)

(CAC) is marketing / sales expenses dived by new customers and helps to assess efficiency of marketing strategies and budget allocation by determining total expense required to turn a lead’s interest into a paying customer. Use of CAC when analyzing social media channels to determine which has lowest CAC to maximize ROI. (Customer Acquisition Cost (CAC), 2024)

Customer Lifetime Value (CLV) predicted revenue for customer over their entire brand relationship using cost per lead to personalize experiences and improve retention and focus on customers who have the highest CLV. Companies use a formula of average purchase value x purchase frequency * customer lifespan to achieve CLV and help support strategies to retain these customers as it costs on average of 5-25x more to acquire more, thus is is more profitable to increase retention (Marianantoni, 2025)

Bounce rate or percentage of visitors who leave website without interaction. This metric can analyze user experience (UX), navigation, and content, that causes visitors to leave a website. A business can use this to improve campaigns for SEO by improving content, landing page optimization, load speeds, traffic source analysis, improve images, to successfully engage with their audience to improve return on investment (ROI) and increase site traffic to improve and identify channels to bring more engaged visitors, thus improving standing in rankings (What Is Bounce Rate? – KPI Definition & Formula, n.d.).

Average session duration (ASD) is time users spend on website or engagement in a single visit and a metric used to to determine whether users are interacting with your stie meaningfully. Understanding of this metric allows a business to use it to determine if content is engaging and high quality with good user experience and can help determine between casual and engaged visitors. A business must use this metric and analyze by demographic, device, or channel to help tailor content to improve UX (Average Session Duration – KPI Definition, Formula & Tips, n.d.).

Content reach are number of unique users exposed to content to determine breadth and size of audience across all channels to gauge distributing and promotions. A business can use this metric over time to assess if content strategies are performing and includes segmenting by platform to see where content if performing best and can also be used to assess brand awareness, visibility, and even ROI. If this metric is low a business must immediately investigate its content quality and targeting across its distribution channels for correction (Content Reach – KPI Definition, Formula, & Benchmarks | KPI Depot, 2025).

Impressions are tracked for total number of times it was displayed and can be used to determine how content is being displayed despite whether it was clicked or engaged. A business must use this metric with a set of clear goals for brand awareness, lead generation, etc. This will determine metric assessment of feedback for corrections if benchmarks across channels within campaign and to determine which are performing best. Additionally, this KPI can be used with other metrics such as click through rates or conversions to determine relevance and spending efficiency on visibility (Gibson, 2024).

Click-through rates (CTR) are opened emails and clicks embedded into links and vital for assessing audience interest in campaign and their engagement and how well you are communicating with potential customers. This metric is critical for assessing online advertising campaigns and search engine results. A company will use CTR to help guide business decisions regarding optimizing campaigns and also to allocate budgets effectively. This helps identify which content is performing best and allocate more budget to that part of campaign for increased message resonance (Gibson, 2024).

Return on Marketing Investment (ROMI) equals revenue generated compared to spend as it measures marketing spend by calculating the revenue generated for every dollar invested, thus empowering decisions for budget allocation. An example would be a business running a digital advertising campaign for new product and spend $20,000 on paid ads and email marketing. $60,000 in sales is generated in relation to campaign. ROMI = 60,000 – 20,000 / 20,000 * 100 = 200% or for every dollar spent in marketing the campaign generated $2 in revenue and was profitable. Afterwards the company can compare this campaigns against others to further direct future marketing activity budgets.(Serhii, 2025).

Lead-to-customer conversion rate (LCCR) measures percentage of leads that have converted to paying customer within a sales or marketing funnel. Comprehensively used to evaluate effectiveness of lead qualifications through nurturing and handoff between marketing and sales (Rai, 2023). An example of this metric would be 1,000 leads in a month, they are scored and then filtered by marketing team, and then when filtered only 300 deemed (Marketing Qualified Leads or MQLs). Sales team then does further review by filtering on 200 as Sales Qualified Leads or SQLs. Lead-to-lead conversion (MQL to SQL) = (# of SQLs / Number of MQLs) x 100 (Lead Conversion Rate, 2026).

Return on Investment (ROI) per channel to analyze efficiency of resources allocated to provide insight into marketing initiatives. This metric analyzes the customers journey across the decision stage and communicate overall performance. A business must have clear goals when using this metric to properly align budget to maximize spending on higher-performing channels to ensure campaign delivers best financial returns of ROI = (net profit / total cost) x 100 = ROI on initial investment (Gibson, 2024).

References

Average Session Duration – KPI Definition, Formula & Tips. (n.d.). AgencyAnalytics. https://agencyanalytics.com/kpi-definitions/average-session-duration

Content Reach – KPI Definition, Formula, & Benchmarks | KPI Depot. (2025). Kpidepot.com. https://kpidepot.com/kpi/content-reach

Customer Acquisition Cost (CAC). (2024, September 17). Wall Street Prep. https://www.wallstreetprep.com/knowledge/customer-acquisition-cost-cac/

Gibson, K. (2024, February 1). 7 Marketing KPIs You Should Know & How to Measure Them. Harvard Business School. https://online.hbs.edu/blog/post/marketing-kpis

Kloefkorn, S. (2025, November 27). Lead Generation Metrics: Calculate Cost Per Lead & ROI. KEO Marketing -. https://keomarketing.com/lead-generation-metrics-cost-per-lead-roi/

Lead Conversion Rate. (2026). KPI Library. https://www.kpi.zone/library/kpis/lead-conversion-rate/

Marianantoni, A. (2025, June). Maximizing Customer Lifetime Value: Real-World Case Studies That Drive Success – M ACCELERATOR by M Studio. M Accelerator. https://maccelerator.la/en/blog/entrepreneurship/maximizing-customer-lifetime-value-real-world-case-studies-that-drive-success/

Serhii. (2025, May 8). Well Web Marketing. Well Web Marketing. https://wellweb.marketing/marketing-kpi-examples/

What Is Bounce Rate? – KPI Definition & Formula. (n.d.). AgencyAnalytics. https://agencyanalytics.com/kpi-definitions/bounce-rate

Brands must differentiate themselves from competitors so that consumers understand the difference and are willing to pay a premium for that difference. This differentiation is critical for band managers to understand when developing or updating a brands position and an essential step is identifying the points of parity (POPs) and points of differentiation (PODs) by marketing professionals (Bhasin, 2020) .

POPs – are factors that make a brand a member of a particular category of product

• Prevent Elimination – must provide at least the basic features for a product in its category

• Establishes Brand Credibility – Meeting points of parity demonstrates a brand will fulfill the needs of customers

Foundation of Differentiation – Points of parity only allow a brand to compete but must also demonstrate PODs or differentiation to stand out from other brands from within the same market as it is essential for retaining customers within a competitive landscape. This factor is most important as it allows a balance between these two aspects to not just meet customer expectations but to stand out in the marketplace (Bhasin, 2020) .

PODs – are factors the makes the brand unique from its competitors –

• Uniqueness – offers features not replicated by brand’s competitors, thus offering a competitive advantage

• Distinctness – Exclusive features should allow distinction to differentiate but not make product make the product stand out or appear to not belong within product category and this will lend to the differentiation with equal appeal but customers will be more attracted to its originality.

Nike is a brand that is excellent at positioning itself during brand cycles with use of its distinct logo, name, and slogan

Nike history of promoting itself and its products with careful consideration of its brand management for positioning in the market against its competitors. Nike has grown and leveraged its expertise and success with athletic footwear and has extended its brand though additions of clothing and accessories to formulate a complete appearance ensemble. Nike has very distinct brand identifiers that just about anyone is aware of and this allows it to charge a premium price as it shows how its products are more innovative and different that its competitors to gain a competitive advantage (MarcomCentral, 2024) .

Logo – The Nike swoosh logo brand mark was designed by student Carolyn Davidson in 1971 and is meant to symbolize speed and motion (The Running Week, 2026). This iconic logo was integrated into all of Nikes products, packaging, displays, and digital platforms. Nike has experimented with the logo on its products in different locations and across its products to expand its reach. It has even debuted refreshed blends of colors for the logo as they trend to remain fresh, reinforce identity and differentiation, as a recognition identity to all consumers to build loyalists (The Nike Swoosh Logo: From Humble Beginnings to Global Icon — NIKE, Inc., 2025).

Name – Originally named Blue Ribbon sports, they changed their name to Nike in 1971, after the Greek goddess of victory. Use of a mythological name is used to invoke the human spirit of victory by personal growth. The owners had a vision and with their logo their mission was to build a powerful and emotion driven brand by linking its heritage to triumph, conquest, and motion as its core identity. Nike’s core mission was founded as “bring inspiration and innovation to every athlete and making consumers feel the greatness within themselves as long as they access it. Nike core promoting value has been to bring aspirational lifestyles and with their brand to lead consumers to their own victories using personal perseverance and overcoming struggles (Nike Branding Strategy 2025: A Case Study | ProjectPractical.com, 2025).

Slogan – Nike has had several slogans over the years, but predominately the most remembered and successful was their initial “Just Do It” slogan. This core slogan has instant recognition and emotional connection to consumers. As the brand has matured and times change it has evoked trends to initiate new slogans to promote loyalty and sustain relevance, with slogans such as “There Is No Finish Line” to act as a catalyst for personal achievement, but this has also been adapted for their different product lines, such as “Find Your Greatness” for its lifestyle wear and to appeal to segmented audiences (Nike Marketing Strategy: How It Builds a Culture of Success & Brand Loyalty, 2025). Nike even introduces slogans based on ideological concepts for cultural relevancy, such as “if You Let Me Play”, in 1995, that was used to promote women in sports (Nike, 2025). One of the most recent slogan marketing campaigns used the slogan “Why Do it?” This was used to challenge younger athletes to promote finding their own reasons and motivations for achieving through motion and to not giving up on trying (Nike, 2025).

Over time Nike has used its philosophical brand identifiers dynamically as connectors to remain relevant to its loyalists. Each of these brand identifiers are used consistently and evolve to promote community, emotional connections, lifestyle positioning, and maintain its visual consistency throughout its product line to remain relevant, even in its rebranding campaigns (Wieden, 2012).

Nike always refreshes its products on a regular basis as innovations trend to leverage its position as a global leader. It also has uses its brand in cross-cutting strategies within the market to differentiate itself using PODs such as its consistent visual identity with its logo / name / slogans, emotional storytelling to connect with its users both professional and non professional, uses its name for social causes it finds to be within its core value and mission to remain relevant, and especially has used all of its branding within its digital integration and they appear across its omni channel marketing of social media, e-commerce, and mobile apps to remain involved with consumers daily lives (Nike Marketing Strategy: How It Builds a Culture of Success & Brand Loyalty, 2025).

Overall Nike has a perceived value due to its innovations showing differentiation, branding consistency across all product campaigns to reinforce their core value of performance, aspiration, and inclusivity, thus their anchored brand identity gives them leverage as a global and local diverse brand that continues to relevant to this day (Johnson, 2025).

References

Bhasin, H. (2020, July 5). Point of Parity (PoP) And Point of Difference (PoD). Marketing91. https://www.marketing91.com/points-of-parity-and-points-of-difference/

Johnson, K. (2025, June 17). Nike Marketing Strategy. Business Strategy Hub. https://bstrategyhub.com/nike-marketing-strategy/

MarcomCentral. (2024, November 22). Changing The Game: A Nike Marketing Case Study – MarcomCentral. MarcomCentral. https://marcom.com/changing-the-game-a-nike-marketing-case-study/

Nike. (2025). Nike Reintroduces “Just Do It” to Today’s Generation with “Why Do It?” Campaign — NIKE, Inc. Nike.com. https://about.nike.com/en/newsroom/releases/nike-why-do-it-campaign

Nike Branding Strategy 2025: A Case Study | ProjectPractical.com. (2025, April 7). ProjectPractical.com. https://www.projectpractical.com/nike-branding-strategy/

Nike Marketing Strategy: How It Builds a Culture of Success & Brand Loyalty. (2025, February 17). Blankboard.studio; Blankboard Originals^TM. https://www.blankboard.studio/originals/blog/nike-marketing-strategy-brand-loyalty

The Nike Swoosh Logo: From Humble Beginnings to Global Icon — NIKE, Inc. (2025). Nike.com. https://about.nike.com/en/magazine/nike-swoosh-logo-history

The Running Week. (2026). Facebook.com. https://www.facebook.com/TheRunningWeek/posts/did-you-know-in-1971-carolyn-davidson-a-graphic-design-student-created-what-woul/668738309569575/

Wieden, D. (2012, February). The history of Nike’s Just Do It slogan – Creative review. Creative Review. https://www.creativereview.co.uk/just-do-it-slogan/

There are three core foundational life cycles for a brand to go through and brands must know which cycle they are in to adjust its marketing mix depending on its current phase in the life cycle and those phases are:

Introductory / Infancy Stage: When a brand is new and unknown and must focus on visibility and building the brand’s identity by defining its core values, mission. This is accomplished via marketing with heavy investment upfront and sales are generally slower (Touhami, 2023).

An example of this brand is Chime Financial

Product: Must differentiate itself from competitors and does this by building awareness that it is a mobile-first banking with fee-free features, early direct deposit of funds, and its own overdraft protection called “SpotMe”. This brands core focus is to market itself to underserved banking customers who are cost-conscious.

Price: Leverages its no fees on monthly balance or hidden charges. This is to achieve trust with its users and builds on a perceived value and allowed Chime to decrease the financial friction that legacy banks can cause to these users, thus solving a pain point.

Place: Digital access for mobile use as primary interface and partnered with FDIC insured banks to begin to offer additional services to allow it to scale quickly with minimal overhead of brick-and-mortar branches. This appeals to a newer generation of tech savvy users and deepen their target audience.

Promotion: Use of marketing campaigns that highlight its core message of early direct deposit and SpotMe overdraft protection, quickly allowed them to rapidly increase their user base; therefore, their daily cash flows quickly increased. Additionally, Chime started using social media and collaborations with influencers and public relations to enforce its trust, reliability to strengthen and amplify its mission. To keep its customers Chime provides digital financial education content on its app, thus further increasing its credibility (Khalid, 2025).

An example of this brand is Kia Automotive

Growth Stage: As market share increases and the brand becomes more visible with its expanding customer base their revenue will increase and the next step includes scaling the brand without compromising its quality, all the while, it must continue to compete with competition for marketplace and sales. This is generally done with innovation to try and set themselves apart by product differentiation / diversification (Touhami, 2023).

Product: Expansion of its product portfolio to include a full line of vehicles to include cars, crossovers, SUV’s, minivans in both internal combustion (ICE), hybrid, and full electric models. They continue to focus on design-led differentiation, electrification, and safety. Kia promotes its vehicles with user based feedback to now include special edition and even concept vehicles as it attempts to enter the premium market segment. Its goal is continuation of its leadership and emphasize its brand quality, 10 year warranty, and ride experience to further build trust and loyalty among its customers (Team, n.d.).

Price: As its brand and loyalty strengthens, KIA enjoys value-based competitive pricing as their value strengthens and can even charge a premium in some markets. This is accomplished by providing multiple trims and packages to engage with compound marketing segments. Furthermore, by providing financial incentives such as leases, flexible financial terms, and continue to promote their industry leading 10 year warranty as an increased value (Kia Motors Marketing Mix 2025: A Case Study – Latterly.org, 2025).

Place: KIA is a global market company with over 4,000 dealers in 170 countries. KIA maintains costs and consistency in its products by leveraging localized manufacturing and franchised dealers to maintain its brand consistency, but does also have a digital retail integration using its website to continue to scale its user base and allow for increased scaling to both brick and mortar but also direct-to-consumer movement and even after support for customer feedback (Kia Motors Marketing Mix 2025: A Case Study – Latterly.org, 2025).

Promotion: Marketing and promotion mix is focused on brand storytelling with the “Movement That Inspires” theme. KIA engages multi channel promotions to include sports sponsorships, digital media campaigns that include influencer collaboration, and experiential vehicle launches. Use of CRM and owner community programs are continually engaged to foster owner engagement and strengthen brand equity (Kia Motors Marketing Mix 2025: A Case Study – Latterly.org, 2025)

Maturity Stage: When a brand is well established and holds a stable market share and enjoys continued loyal customers. At this level the 4 P’s generally convert over to maintenance without complacency and will also involve brand extensions, diversification, or even new product lines that must be reliant on new and continued marketing to remain consistent in market place (Touhami, 2023).

An example of this brand is Nike Apparel

Product: As a mature company Nike enjoys the benefits of an older product life cycle and focuses on customer retention and innovation as its marketplace share is mostly established through its loyal customer base, but must always defend its brand equity and optimize profitability. This cycle is focused on product diversification and extensions so as to retain relevance. Nike established this by moving beyond athletic footwear and has expand into apparel, accessories, and even lifestyle products under different brands such as Nike, Air Jordan, Convers, Nike Pro, etc). However, despite Nike enjoying its establish core it must continue to innovate to include collaborations with product mix optimization with quality assurance and exclusivity to remain differentiated from competitors (Gregory, 2016).

Price: Due to its perceived high value perception it enjoys premium pricing in its mix and this allows for brand image reinforcement. This includes having price adjustments on newer innovative products and allows for discounts on seasonal clearances to protect their profits when revenues are diversified. Nike also, can adjust its prices as needed to strategically use this as a defensive tool against competitors to maintain market position with its premium positioning (LinkedIn, 2025).

Place: Nike has a diversified global distribution network in over 190 countries with outsourcing its factories and production to over 500 different factories in 42 countries. Nike uses omnichannel integration for availability of its products both in physical stores and e-commerce (website / app purchasing with direct ship for B2C). Nike traditionally has brand store strategic placement in high-traffic urban core and uses sports retail locations to maximize its visibility. Nike also invests heavily in its E-commerce for younger customers or those that are more tech savvy as they prefer ordering online and having the product shipped to them after they research the product online or see the product in store and then place the order online to decrease personal interactions with salespersons (Gregory, 2016).

Promotion: Nike focuses on its emotional engagement with its customers through brand loyalty via brand storytelling and community building through its mobile apps. Additionally, they have many contracts to drive marketing campaigns with assistance of both athletic endorsements and sponsorships . Nike has a history of community building through challenges such as “Just Do It” to inspire, create credibility, and value. Nike promotes and spends over billion dollars annually in advertising an promotion (approximately 10% of their total revenue). This is accomplished by use of digital marketing on social media, influencers, and even experiential events (pop ups). Overall Nike secures its marketplace through brand protection, customer retention, market saturation management, along with continual product innovations allowing for premium pricing to leverage its cost c0ntrol via its global distribution to to expand its global reach (LinkedIn, 2025).

References

Gregory, L. (2016, June 5). Nike’s Marketing Mix (4P) Analysis. Panmore Institute. https://panmore.com/nike-inc-marketing-mix-4ps-product-place-promotion-price-analysis#google_vignette

Khalid, U. (2025, August 19). Chime’s Marketing Playbook: From Launch to $11.2B Valuation. Centricdxb.com; Centric. https://www.centricdxb.com/insights/chimes-marketing-playbook-from-launch-to-billion-valuation

Kia Motors Marketing Mix 2025: A Case Study – Latterly.org. (2025, January 4). Latterly.org. https://www.latterly.org/kia-motors-marketing-mix/

LinkedIn. (2025). Linkedin.com. https://www.linkedin.com/pulse/why-people-love-nike-deep-dive-4ps-marketing-hgxbc/

Team, M. S. (n.d.). Kia Motors Marketing Strategy & Marketing Mix (4Ps). MBA Skool. https://www.mbaskool.com/marketing-mix/products/17028-kia-motors.html#google_vignette

Touhami, H. (2023, June 26). 3 Stages of Branding. http://Www.linkedin.com. https://www.linkedin.com/pulse/3-stages-branding-housni-touhami-nnani/

Communication and Information Sharing is Paramount

Internal collaboration between departments and their personnel must have the same final goal and one method to achieve this success is use of the hub-and-spoke method.

Hub – Central entity consisting of a structural and operational framework that coordinates, manages, and disseminates critical information and or resources for improved collaboration between the spokes. Generally the hub is represented by key leadership specialists, key teams, or a governing body with a key vision.

Spokes – Generally refers to business units such as divisions, departments, or teams within the organization.

Purpose:

Breaks down the silos within a company that can naturally occur between departments / teams that currently operate in isolation from one another which this can limit data and knowledge sharing, thus interferes with coordination between departments. Benefit of hub-and-spoke is that it breaks down this barrier to deliver better coordination via internal communication.

• Centralized coordination to ensure flow of information between all spokes that is easily disseminated and understood between different groups / teams.
• Awareness between the different departments / spokes that allows for visibility of each team to obtain the best decision making by collaboration.
• Use of standardized policies keep teams and their members aligned with assigned protocols to ensure teams cohesively interact in best outcomes of end product distributions.

Hub-and Spoke Method enhances collaboration between departments (spokes) improves cross-departmental outcomes :

1. Hub acts as a central pathway of information to each department as information is gathered and synthesized prior to dissemination to appropriate spokes.

2. Allows for optimization of specialists for efficiency to reduce redundancies with centralized focus

3. Coordination between spokes has a centralized management coordination via the hub providing faster turn around time to maintain timelines and has accountability.

Organizational Strategic Advantages

1. Method is scalable to adding additional spokes to hub; however, hub will possibly require additional members to handle increased workload (Organ & Bottorff, 2022).

2. Saves time and money through efficiencies that decrease production and distribution timelines (Patterson, 2024).

3. Faster decision making agility when new information acquired or organizational priorities are encountered (Organ & Bottorff, 2022).

Consideration of the hub-and-spoke method could be important in a digital marketing campaign to ensure efficiencies of each marketing specialty with a single vision in mind.

Hub – Chief Marketing Officer (CMO) with analytic specialists / managers of accounts to ensure delivery timelines met within expectations and client communications, analyzes campaign feedback for insights to optimization using key performance indicators (KPI), return-on-investment (ROI)

Spokes – each department required to research, start, monitor, and end campaign

Content creators – such as art director, graphic designer, and videographer

Social media – Social media and community manager to schedule and manage media ads / posts, monitor for engagement to include influencer outreach if required

Ad Copy / Paid Media – PPC Manager with advertising specialist to handle paid advertising across platforms to drive traffic / leads via media buy or ad spend.

Email – Email Marketing Manager (EMM) with a marketing automation specialist to design newsletters, manage subscriber lists / nurture leads, and create automatic email system.

Mobile / Web Development – Web/ user experience (UX) and (UI) designer to ensure technical aspects of campaign are optimized, such as: landing page, page load speeds, website updates, mobile optimization to include tracking pixels.

SEO – SEO specialist / manager, blog content creator and landing page design to focus on increasing organic visibility for long-term growth via keyword optimization, on and off page SEO such as meta data and back links, and to ensure rankings improve via audits to find deficiencies and correct them for optimization.

The value of shared information across the organization can allow for bridging knowledge and information gaps that can ensure consistent messaging by aligning departmental goals; which can increase departmental agility when needed, and can foster innovation through collaboration. Digital marketing campaigns depend on being responsive, adaptable, and optimizing all resources such as human, monetary, or technical. Therefore, multiple departments using the hub-spoke method, can foster the responsiveness of a cross-functional digital marketing collaboration to enhance a campaign by instilling innovation, agility, and shared ownership across the organization (Ahmed, 2024).

References

Ahmed, Y. (2024, September 18). The success of any marketing campaign goes beyond creative ideas and catchy slogans. In today’s interconnected business environment, the key to driving impactful campaigns often lies in cross-functional collaboration. Linkedin.com. https://www.linkedin.com/pulse/marketing-campaign-success-importance-collaboration-yazeed-ahmed-zswje/

Organ, C., & Bottorff, C. (2022, August 8). What are cross-functional teams? Everything you need to know. Forbes Advisor. https://www.forbes.com/advisor/business/cross-functional-teams/

Patterson, C. (2024). Cross Functional Collaboration: Strategies, Examples & How-To. Smartsheet. https://www.smartsheet.com/content/cross-functional-collaboration

Three technological advances that will significantly impact the future of digital advertising will be Artificial Intelligence, Augmented Reality, and Voice Search / Commerce, that are trending with advancements in the next five years.

Artificial Intelligence (AI) / Machine Learning (ML):

AI use in digital marketing has been been in use since the mid-to-late 1990’s when is was first introduced, but primarily used for CRM systems and data mining through use of algorithms that allowed for searching of patterns to include purchasing patterns. It has proliferated exponentially with the growth of the internet and e-commerce as brands search for ways to find newer methods to advertise to potential consumers and be more visible than their competitors (The Evolution of AI in Marketing: A Brief History, 2023)

Late 90’s to mid 200’s collaborative filtering started being used for personalized recommendations and algorithm advancements allowed for optimized ad placements bringing about programmatic advertising, and this further developed in news feed and user experience algorithms (The Evolution of AI in Marketing: A Brief History, 2023)

After this time frame, Machine Learning (ML) and Natural Language Processing (NLP) and the start of voice-activated assistance, thus bringing about a more widespread adoption or predictive analytics to give rise to highly targeting of ads and use of chatbots Most recently, and starting of the 2020’s the revolutionization of AI has evolved into Generative AI such as ChatGPT, GPT-3 to optimize both creativity to content (Bansal, 2024).

With the rise of AI and ML, digital marketing is forever changed as hyper audience targeting by social media, email, website, and even voice-activated assistance or other devices that are connected to the internet such as tv’s and tablets, thus allowing for 24/7 connection to users.

Augmented Reality:

AR evolution has made significant into marketing has made advancements across various industries to provide immersive and interactive experiences that enhances customer engagement. As it continues to advance and becomes a part of the marketing overall customer experience to engage customers through personalized marketing campaigns that only AR can bring and that is bridging the gap between physical and digital worlds This will be a defining evolution of consumer engagement to drive marketing sales via innovation and provide ongoing futuristic / realistic interactive marketing strategies that haven’t even been though of yet (Mehwish Panezai et al., 2025).

The extent to which a user believes that an augmented product matches the real product is critical to a positive consumer response (Kowalczuk et al., 2021). This will be most important for AR future and consumers to readily accept its output. Already, AR is used by several brands and companies for virtually trying on apparel, seeing an item as it would look in a room, or for interactive product demonstrations. This ability to provide instant immersive storytelling connects with a consumer at a deeper level to resonate higher on the purchasing scale, to enhance the purchasing decision engagement at an early stage.

Use of advanced personalization’s and multisensory interactions AR experiences can create a forever memorable impact and lasting impression by a brand. Digital marketing and advertising can easily promote and integrate this feature into their omnichannel campaigns to be seamlessly integrated across all touch points with a unified message from online to, physical stores, or live events. Lastly, with the data obtained the data can be analyzed to better understand how users interact and connect with the AR experience for insights into future improvements. AR will become THE hyper personalized experience as it captivates and encourages user interaction to recognize each individual and allow immeasurable data that can be further used for marketing strategies (2026).

Voice Search / Commerce

Such as Amazon’s Alexa, along with several other smart speaker systems such as Google Home and Apple’s Siri. At least 35% of U.S. homes have a smart speaker per NPR and Edison Research. This will change how SEO optimization is carried out as more natural language learning of long-tail keywords should be used by brands to capture user intents (Bansal, 2024).

As voice search and commerce continue to emerge, digital advertising extension to adopt this strategy as an evolving need of consumers as it has unparalleled convenience; due to users being able to search for problem solving, while performing other tasks to save time and enjoy its convenience. Currently the voice commerce growth is expected to reach $693 billion by 2034 at a CAGR of 25.5% from 2025, due to increased adaptation to voice-enabled devices (From Ordering Groceries to Finding the Nearest Coffee Shop, Our Conversations with AI Assistants like Alexa, Google Assistant, and Siri Are Becoming Increasingly Commonplace, Fundamentally Altering the Fabric of Online Discovery and Purchase. This Isn’t Just about Hands-Free Convenience; It’s About, 2025). This new tool will be invaluable to digital marketing as NLP advances and AI continue and voice assistance will be more efficient as they are improved and will enhance the user experience.

Voice technology adoption generally starts with the younger demographics as they are digital natives and accustomed to technological advances, so eventually it will trend to become the default for online engagement. Marketers and brands who optimize their digital advertising strategies to be voice -ready and includes content NLP phrasing optimization can enjoy increased conversions and loyalty as this new marketing strategy evolves (From Ordering Groceries to Finding the Nearest Coffee Shop, Our Conversations with AI Assistants like Alexa, Google Assistant, and Siri Are Becoming Increasingly Commonplace, Fundamentally Altering the Fabric of Online Discovery and Purchase. This Isn’t Just about Hands-Free Convenience; It’s About, 2025).

There are many types of unethical SEO / SEM practices to be found and organizations engage in this process at their own brands setbacks through loss of brand loyalty and damage to their reputation that can forever affect their bottom line.

“Black hat” tactics as it is known within the marketing market are tactics meant to manipulate change or alter information to trick search engines to promote themselves and some of the techniques used are: keyword stuffing, buying backlinks, cloaking, or hidden text.

After research there were a few known problematic cases, especially noted was the JCPenney SEO scandal of 2011:

Problem – Used link scam to boost their Google ranking by creating other websites to backlink to their product pages using generic keywords. This gave an appearance of increased authoritative prejudice and increased their Google ranking to the top. This is against Google webmaster guidelines and handled by Google within their terms of service or TOS. (When Unethical SEO Backfires: The Lessons from J.C. Penney’s Google Scandal – Nenad’s Marketing Blog, 2026).

Result – When this scheme was exposed by The New York Times, the company was penalized by Google by quickly and drastically lowering their rankings, and their organic traffic took a giant hit, along with their sales and reputation. The firm that JCPenney hired was fired. This SEO unethical blunder is known as one of the most famous examples in history (Fox, 2012). This is another example of SEO black hat practice

Another well known scandal was committed by North Face:

Problem – Was caught and reported by Wikipedia users of manipulating pictures on Wikipedia by updating them with alternate pictures that show pictures of people putting on North Face products in them from popular traveling destinations to show a correlation. This against Wikipedia’s terms of service as it was exploiting their authority and thus enhance North Face’s search rankings on popular search platforms (Graham, 2024). This allowed their gear to reach top billing on Google search results due to their algorithms processing of Wikipedia as an authority, costing North Face nothing for SEM. Per (Yi, 2019) “The agency then created a video ad in which The North Face touted how it achieved top search results on Google without paying anything as part of its “Top of Images” campaign.

Result – Originally North Face stated it collaborated with Wikipedia for the campaign, but quickly was responded to by Wikipedia as a false claim. This was considered false claims and North Face offered an apology (Kan, 2019) and the pictures placed were altered by Wikipedia and the North Face product edited out. This violated Wikipedia’s terms of service. North Face faced a boycott for its part in this black hat scandal.

A very clear distinction between ethical and unethical practices are that unethical practices violate guidelines and can carry penalties and even damage a website or brand’s reputation, whereas ethical is committed to integrity and user-centric practices such as quality content.

Ethical SEO primarily focuses on creating high-quality content with optimized page speed, using natural link building and effective keyword research , so as to build value to users and search engine results. Ethical SEO builds long-term brand loyalty and trust as an authoritive voice that enhances visibility with quality researched content that is well linked and is engaging and relevant to users and search engines.

Unethical SEO prioritizes manipulating tactics that factor that attempt to deceive users and search engines, through use of tactics such as cloaking (presenting different content to users and search engines), buying links (purchasing backlinks to manipulate search engine rankings), or keyword stuffing (deliberate and overuse of keywords on a page to manipulate search engine algorithms) (SEO, 2024).

Benefits of being ethical

There are exceedingly more benefits to bein ethical when promoting SEO strategies vs unethical.

1. Foremost is long-term bran reputation and trust
2. Long-term higher search engine rankings with regularly optimizing website
3. Consumer trust that improve search engine rankings because of enhanced user experience with intuitive navigation, fast response times to both website and mobile experiences, user friendly website
4. Transparent reporting to ensure and build trust among all stakeholders to ensure growth through sustainable accountability (SEO, 2024)

References

Fox, V. (2012, May 22). New York Times Exposes J.C. Penney Link Scheme That Causes Plummeting Rankings in Google – Search Engine Land. Search Engine Land. https://searchengineland.com/new-york-times-exposes-j-c-penney-link-scheme-that-causes-plummeting-rankings-in-google-64529

Graham, S. (2024, April 6). Unethical SEO/SEM Tactics: A Lesson from The North Face. Search with Sam. https://samanthagrahamnet.wordpress.com/2024/04/06/unethical-seo-sem-tactics-a-lesson-from-the-north-face/

Kan, M. (2019, May 30). The North Face is Sorry for Hacking Wikipedia Photos to Promote Brand. PCMAG; PCMag. https://www.pcmag.com/news/the-north-face-is-sorry-for-hacking-wikipedia-photos-to-promote-brand

SEO. (2024, October 24). MediaOne. https://mediaonemarketing.com.sg/ethical-seo-vs-unethical-seo-practices/

When Unethical SEO Backfires: The Lessons from J.C. Penney’s Google Scandal – Nenad’s marketing blog. (2026, April 4). Nn-Designs.com. https://www.nn-designs.com/seo-vs-sem/seo-and-sem-ethical-and-legal-considerations/

Yi, P. (2019). The North Face’s Wikipedia Stunt Goes South. Manatt.com. https://www.manatt.com/insights/newsletters/advertising-law/the-north-faces-wikipedia-stunt-goes-south

Both have an end goal of increasing visibility seen on search engines but have differences in ethical and legal considerations as they have different approaches (organic vs paid)

Differences

SEO – primarily deals with link-building and content ethics.

SEM – primarily deals with advertising laws, bidding-related trademark issues, and budget transparency.

Ethics SEO

1. Ethical issues, white hat (ethical) and black hat (unethical) (Iavorenciuc, 2022). Unethical may not be illegal but leads to questionable integrity and violations can lead to to penalties of being banned.

2. Website and content should be transparent with defining purpose that is clear and easy for users to follow to reduce risks of reputational damage, but also has original high-quality content to include optimized images, and earned backlinks, using natural keyword usage. However, link farms and purchased backlinks, along with no misleading content or click bait (Cariño, 2025).

3. Copyright infringement can be considered stealing of another brands content to increase keyword density.

4. Offer unique content and establish as authority in field though originality

5. Utilization of different information to different users and keyword stuffing can be considered unethical under SEO practices. Manipulation of links to manipulate search rankings (such as mirroring websites) is very controversial and can be both unethical and cause severe legal issues

Ethics SEM

1. Never promise specific ranking or set unreasonable expectations to clients, knowingly violate any laws or rules along with deceiving or mislead clients (Khan, 2024)

2. Protect my clients interest and confidentiality by not participating in conflicts of interest (Code of Ethics for SEO Professionals | Best Practices Guidelines, n.d.).

3. Avoid sabotaging competitor’s campaigns such as click fraud.

4. Ensure all paid advertisements are clearly labeled to include sponsored content to build trust.

Legal Considerations

1. Ensure all promotional materials are truthful and not misleading consumers

2. Legal issues for paid sourcing requires very strict compliance with truth-in-advertising laws that are primarily overseen by Federal Trad Commission (FTC) and regulations they set. bidding on competitor trademarks or using any of their identifiable information / symbols can lead to severe legal issues. Terms of service policies of social media platforms regarding content, user privacy, and targeting.

3. Targeting another brand’s name with paid ads can be construed as unethical.

4. When employing mobile marketing, ensure that all regulations are closely followed and monitored for compliance to include:

5. Telephone Consumer Protection Act (TCPA) – Protection against unwanted telemarketing calls, faxes, and messages. Restricts use of automated telephone equipment such as auto dialers, rerecorded voices, and requires express consent before such communications. TCPA also allows consumers to register with Do Not Call (DNC) Registry to allow opting out of sales calls to cell phones. The FCC is regulatory agency for implementing and enforcing these laws (Telephone Consumer Protection Act of 1991, 2020).

6. Controlling the Assault of Non-Solicited Pornography’s and Marketing (CAN-SPAM Act) – requiring truthful headers and subject lines, must have a valid physical address, and provide an easy to use opt-out mechanism that is enforced by the FTC (CAN-SPAM Act of 2003, 2019).

SEM

SEM Legal

1. All claims in ads must be truthful and be able to be substantiated with any conditions clearly disclosed.

2. Trademark and copyright infringement should be avoided in content and ads to avoid legal issues, if used make sure it is licensed by owner.

3. Follow all ad word guidelines for each provider to avoid account suspension or even penalties.

4.

Shared

1. Data Privacy – Especially General Data Protection Regulation (GDPR) for EU citizens and California Consumer Protection Act (CCPA): Strict regulations regarding adherence to data collection, cookies, and user privacy as related to user website behaviors

2. Americans with Disabilities Act (AD) laws apply to SEO and SEM as they ensure digital content is accessible to users with disabilities equal access for all impairments that follow WCAG 2.1 AA standards (DoctorsInternet.com: Understanding ADA Compliance in Online Marketing | Services In, 2023)

3. Must follow search engine guidelines and policies or risk ranking or de-indexing on top of penalties.

4. The “Do No Harm” principle must always be followed to avoid attacking to client\s website.

5. Website and content should be transparent with defining purpose that is clear and easy for users to follow to reduce risks of reputational damage.

6. Providing fake reviews or false advertising

These actions can be met by:

1. Consulting with legal counsel to ensure comprehensive privacy policy that is regularly audit for legal risks by staying up-to-date with industry standards (Khan, 2024).

2. Regularly monitor online reputation for any identifiable risks.

3. Transparency in in marketing practices with no deceptive practices

4. Transparency of budget is spent to prevent incidental mark ups on costs to drive a inflated budget (Khan, 2024)

5. Website and content should be transparent with defining purpose that is clear and easy for users to follow to reduce risks of reputational damage.

6. Ensure all website content is original and non used from other websites, client testimonials, or case studies without explicit written consent.

7. Take every measurable protection available to protect websites from cyber threats that can harm SEO performance or data breaches with regular audits to ensure compliance.

References

CAN-SPAM Act of 2003. (2019, September 15). Wikipedia; Wikimedia Foundation. https://en.wikipedia.org/wiki/CAN-SPAM_Act_of_2003

Cariño, J. (2025, May 4). Avoiding Legal Pitfalls in SEO: 11 Key Compliance Tips. Linkody’s Blog. https://blog.linkody.com/seo/tips-to-avoid-legal-pitfalls-in-seo

Code of Ethics for SEO Professionals | Best Practices Guidelines. (n.d.). SEOPSA. https://www.seo-association.org/seo-professionals-code-ethics/

DoctorsInternet.com: Understanding ADA Compliance in Online Marketing | Services in. (2023). Doctorsinternet.com. https://doctorsinternet.com/understanding-ada-compliance/

Iavorenciuc, T. (2022, November 21). Ethical and Legal Considerations in SEO and SEM. Legal Reader. https://www.legalreader.com/ethical-and-legal-considerations-in-seo-and-sem/

Khan, I. (2024, November 7). I’m here to talk about something that might surprise you – the legal side of search engine marketing (SEM). It’s not as exciting as crafting the perfect ad copy or analyzing click-through rates, but it’s just as important. Linkedin.com. https://www.linkedin.com/pulse/legal-side-search-engine-marketing-sem-checklist-marketers-khan-bqigc/

Telephone Consumer Protection Act of 1991. (2020, November 19). Wikipedia. https://en.wikipedia.org/wiki/Telephone_Consumer_Protection_Act_of_1991