In Brief
Recruiting technology can search large talent pools and identify possible matches quickly. The more difficult work begins when a hiring team has to decide who genuinely has the experience to deliver. Titles, keywords and polished résumés offer useful clues, but they rarely show the depth of someone’s contribution or the judgment used when a program becomes difficult. For experienced technology roles, a sound recommendation still depends on informed questions, careful listening and enough understanding of the work to test the evidence.
Technology leaders are rarely short of candidate profiles. A search for an ERP program manager, integration architect or cybersecurity lead can produce dozens of people who appear qualified within a few hours. The challenge is working out whose background is relevant, how much responsibility each person actually carried and whether that experience will hold up in a different environment.
Modern recruiting tools have improved the early stages of a search. They can cover more ground and organize information while reducing work that once consumed a recruiter’s day. Candidates use many of the same tools to sharpen their résumés and prepare for interviews, which can help strong people explain their experience more clearly. It also means the first impression carries less weight as evidence than it once did.
In our experience, the largest gap often appears between what a profile seems to say and what a careful conversation reveals. Two candidates can use almost identical language to describe an implementation while having worked at very different levels. Understanding that difference takes time and a recruiter who knows where to probe.
A Bigger Pool Can Make Comparison Harder
Applicant tracking systems and sourcing platforms are good at recognizing patterns. They find job titles, platform names and project terminology across a large population, including people who may not be actively looking. That reach gives a search a much better starting point than relying only on incoming applications.
The difficulty comes when an initial match starts to look like a conclusion. “Led an S/4HANA transformation” might mean the candidate directed the program from the client side and worked through difficult decisions with the systems integrator. It might also mean the person managed status reporting for one workstream inside a much larger team. Both experiences may be useful. They are not evidence of the same level of ownership.
High application volume pushes this assessment downstream when recruiters don’t have enough time to investigate it. Hiring managers then spend early interviews testing whether the résumé is broadly accurate rather than discussing the decisions that matter for the role. The process becomes slower for the buyer even though the sourcing stage appears efficient.
Look at the Work Behind the Title
Consider a company looking for a senior program manager to steady an ERP implementation that has begun to lose momentum. The role requires someone who can work with the systems integrator, rebuild confidence with business leaders and create clearer ownership across the client team. A search may produce several people with the right title and years of experience, but the title alone does little to show who has handled a situation like this.
One candidate may have worked on a well-governed global program with a mature project management office and strong executive sponsorship. Another may have entered a less structured implementation, clarified decisions and rebuilt the working relationship between the client and its partners. The first candidate may still be excellent, but the second background is more directly relevant to the problem the company needs to solve.
A useful assessment explores the situation the candidate inherited and the choices made from that point. What was going wrong? Which decisions belonged to the candidate? Where did they have to influence without formal authority? What changed because they were there? A candidate who has done the work can usually explain the sequence in plain language and distinguish personal responsibility from the work of the wider team.
Recruiters also need to listen to past presentation styles. Some experienced people are concise and polished. Others need a little prompting before the depth of their work becomes clear. A rehearsed answer shouldn’t automatically outweigh a thoughtful account from someone who is less practiced at interviewing.
Experience Has to Be Read in Context
Technology experience does not transfer in a straight line from one company to another. A leader who performed well in a large global organization may have relied on governance, specialist support and established processes that won’t exist in a smaller business. The same person may still adapt well, but the difference needs to be explored rather than assumed.
A less structured background brings a different set of questions. Someone who is effective in an informal environment may find a heavily governed program frustrating. A specialist who thrives within a defined scope may be less comfortable when the role depends on broad coordination across business and technology teams. The assessment should account for those working conditions rather than treating one background as inherently better.
A sound first-stage assessment depends on enough understanding of the role to recognize which differences matter. That doesn’t require replacing the technical interview conducted by an architect, functional lead or engineering manager. It does require knowing where a broad answer needs more detail and when a familiar employer or impressive title may be carrying too much weight.
Careful assessment can also bring forward candidates whose careers don’t follow the expected pattern. Someone may have strong judgment and transferable delivery experience without having held the exact title before. Another person may meet every listed requirement while offering little evidence of ownership. A checklist helps organize a search, but it can narrow the field too early when it becomes the final decision tool.
Better Assessment Protects the Buyer’s Time
Weak screening creates work for the people recruiting technology is supposed to help. Hiring managers lose hours interviewing candidates who were never credible fits. Internal teams cover the vacancy for longer, and important decisions remain with people who are already stretched. The cost becomes more visible when the role sits close to a major implementation or transformation.
A useful shortlist should be small enough to reflect real choices. Each candidate should come with a clear explanation of the relevant experience, the questions already tested and the areas the hiring manager still needs to explore. When the evidence is mixed, the recruiter should say so rather than hide uncertainty behind a polished summary.
No process removes every hiring risk. Performance also depends on the manager, the team and the conditions the person enters. Thoughtful assessment improves the decision because it gives the buyer a clearer view of what the candidate has delivered and how that experience relates to the work ahead.
Use Technology to Create More Time for Judgment
Recruiting technology earns its place when it widens the search and reduces repetitive work. The time saved should create more room for research, candidate conversations and considered recommendations. Moving a larger number of uncertain profiles through the process simply transfers the burden to the hiring manager.
The most useful measure is the quality of the choice created for the buyer. A good process reaches people who might otherwise have been missed and gives the recruiter enough time to understand why the strongest candidates belong in the conversation. The hiring team can then spend its time comparing credible options rather than checking basic claims.
At Greyline, we use modern tools to search broadly and work efficiently. We then spend the time needed to understand what a serious candidate has actually delivered and whether that experience fits the work in front of the client. Better access to talent matters when it leads to a better-informed decision.

